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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<|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\": \"Bonide Captain Jack's Insecticidal Super Soap, 32 oz Ready-to-Use Spray For Organic Gardening and Outdoor Plants\", \"asin\": \"B000HCNSWI\", \"price\": \"$9.97\", \"quantity\": \"1\"},\n{\"title\": \"Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket\", \"asin\": \"B09B9Z26RZ\", \"price\": \"$23.99\", \"quantity\": \"1\"},\n{\"title\": \"Waterproof Mattress Protector Queen Size Mattress Cover Cooling Mattress Pad Breathable Noiseless Soft Bed Protector Deep Pocket Fits 6\\\"-21\\\", Machine Washable (Queen, 1 Pack)\", \"asin\": \"B093R34XY6\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)\", \"asin\": \"B07YBY374X\", \"price\": \"$3.98\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00WO6EK54\"},\n{\"title\": \"Zojirushi Original Replacement Nonstick Inner Cooking Pan for NS-LAC05 3-Cup Rice Cooker only\"},\n{\"bullet_list\": \"Original Manufacturer Part from Zojirushi Replacement Pan For Zojirushi NS-LAC05 3-Cup Rice Cooker Non-stick coating inner pan Zojirushi NS-LAC05 3-Cup Rice Cooker sold separately. Inner cooking pans from different models are NOT INTERCHANGEABLE.\"}],\n\"promotion_items\": [{\"title\": \"CUCKOO CR-0675FW 6-Cup (Uncooked) / 12-Cup (Cooked) Micom Rice Cooker with Nonstick Inner Pot, 13 Menu Modes, LCD Display, Fuzzy Logic Tech, Auto Clean (White)\", \"asin\": \"B08WFNV82W\", \"price\": \"$82.99\", \"quantity\": \"\"},\n{\"title\": \"Toshiba Rice Cooker 6 Cup Uncooked \\u2013 Japanese Rice Cooker with Fuzzy Logic Technology, 7 Cooking Functions, Digital Display, 2 Delay Timers and Auto Keep Warm, Non-Stick Inner Pot, White\", \"asin\": \"B0838SMXFZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Beach Digital Programmable Rice Cooker & Food Steamer, 8 Cups Cooked (4 Uncooked), With Steam & Rinse Basket, Stainless Steel (37518)\", \"asin\": \"B0752VWV65\", \"price\": \"$41.10\", \"quantity\": \"\"},\n{\"title\": \"TOSHIBA Rice Cooker Small 3-Cup Uncooked\\u2013 LCD Display with 8 Cooking Functions: Rice, Oatmeal, Mixed Grains and More, NonStick Inner Pot, Grey\", \"asin\": \"B0CQ2CTKBH\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Korean Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, Silver (CR-0632F)\", \"asin\": \"B0831RL6XK\", \"price\": \"$83.61\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Micom Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Fuzzy Logic Electric Rice Cooker Small, Sticky Rice Maker with 12 Menu Modes, Nonstick Small Rice Cooker & Steamer, White / Red (CR-0655F)\", \"asin\": \"B01MQWFGKG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Tiger JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White)\", \"asin\": \"B01L9SD3K0\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"304 Stainless Steel rice cooker inner pot Replacement for Zojirushi, Tiger, Multi-C...\", \"asin\": \"B0DYV5GXPS\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Univen Nonstick Rice Pan Bowl Only Compatible with Zojirushi 3-Cup Rice Cooker NS-LAC05 8-NSL-P220 6-7/8\\\" Diameter NOT UNIVERSAL ONLY FITS MODEL NS-LAC05 PAN MARKED B250\", \"asin\": \"B0DK6335Y7\", \"price\": \"$52.49\", \"quantity\": \"\"},\n{\"title\": \"Ingpro Original Rice Cooker Inner Pot Non-Stick Inner Cooking Pan for Rice Cooker Replacement Accessories, Original Manufacture Part (8 Cup/4L)\", \"asin\": \"B0DC56SXN5\", \"price\": \"$42.88\", \"quantity\": \"\"},\n{\"title\": \"Univen 180ml PP Rice Measuring Cup Compatible with Zojirushi Rice Cookers 2 Pack\", \"asin\": \"B0DLXTZGWG\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Beach Digital Programmable Rice Cooker & Food Steamer, 8 Cups Cooked (4 Uncooked), With Steam & Rinse Basket, Stainless Steel (37518)\", \"asin\": \"B0752VWV65\", \"price\": \"$41.10\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO CR-0675FW 6-Cup (Uncooked) / 12-Cup (Cooked) Micom Rice Cooker with Nonstick Inner Pot, 13 Menu Modes, LCD Display, Fuzzy Logic Tech, Auto Clean (White)\", \"asin\": \"B08WFNV82W\", \"price\": \"$82.99\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Korean Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, Silver (CR-0632F)\", \"asin\": \"B0831RL6XK\", \"price\": \"$83.61\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Korean Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, Silver (CR-0632F)\", \"asin\": \"B0831RL6XK\", \"price\": \"$83.61\", \"quantity\": \"\"},\n{\"title\": \"Ingpro Original Rice Cooker Inner Pot Non-Stick Inner Cooking Pan for Rice Cooker Replacement Accessories, Original Manufacture Part (10 Cup/5L)\", \"asin\": \"B0DC574CPT\", \"price\": \"$43.88\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Micom Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Fuzzy Logic Electric Rice Cooker Small, Sticky Rice Maker with 12 Menu Modes, Nonstick Small Rice Cooker & Steamer, White / Red (CR-0655F)\", \"asin\": \"B01MQWFGKG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Buffalo Classic Rice Cooker with Clad Stainless Steel Inner Pot - Electric Rice Cooker for White/Brown Rice, Grain - Easy-to-clean, Non-Toxic & Non-Stick, Auto Warmer (10 Cup)\", \"asin\": \"B007Q46COG\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO CR-0675FW 6-Cup (Uncooked) / 12-Cup (Cooked) Micom Rice Cooker with Nonstick Inner Pot, 13 Menu Modes, LCD Display, Fuzzy Logic Tech, Auto Clean (White)\", \"asin\": \"B08WFNV82W\", \"price\": \"$82.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Beach Digital Programmable Rice Cooker & Food Steamer, 8 Cups Cooked (4 Uncooked), With Steam & Rinse Basket, Stainless Steel (37518)\", \"asin\": \"B0752VWV65\", \"price\": \"$41.10\", \"quantity\": \"\"},\n{\"title\": \"Toshiba Rice Cooker 6 Cup Uncooked \\u2013 Japanese Rice Cooker with Fuzzy Logic Technology, 7 Cooking Functions, Digital Display, 2 Delay Timers and Auto Keep Warm, Non-Stick Inner Pot, White\", \"asin\": \"B0838SMXFZ\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Zojirushi\\u00a0Original Replacement Nonstick Inner Cooking Pan for NS-LAC05 3-Cup Rice Cooker only\"},\n{\"title\": \"COSORI\\u00a05-Quart Rice Cooker Inner Pot Non-Stick for 10 Cup Uncooked CRC-R501- KUS Rice Cooker Only, 6-Layer, CRP-R501IP-KUS\", \"asin\": \"B0CFF87MGQ\", \"price\": \"$29.99\"},\n{\"title\": \"NLOWD\\u00a0Compatible for Zojirushi NS-TSC10 Multi-Cooker Replacement Inner Po (5.5cups) 304 Stainless Steel Rice Cooker Inner Bowl\", \"asin\": \"B0DRS425QR\", \"price\": \"$14.83\"},\n{\"title\": \"Zojirushi\\u00a0OEM Original Replacement Nonstick Inner Cooking Pan for Zojirushi NP-GBC05 3-Cup Rice Cooker\", \"asin\": \"B001D08UA8\", \"price\": \"$115.00\"},\n{\"title\": \"Kacom\\u00a0Stainless steel inner pot for multifunctional rice cookers. A durable replacement option that swaps out your old pot \\uff0c ensuring long - lasting use.\", \"asin\": \"B0DT1GW4FY\", \"price\": \"$25.49\"},\n{\"title\": \"Zojirushi\\u00a0Original Replacement Nonstick Inner Cooking Pan for Zojirushi NS-RNC10 5-Cup Rice Cooker only\", \"asin\": \"B00TT6EOTO\", \"price\": \"$65.00\"}]\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\": \"2025-04-14T21:52:57.792Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:52:57.792Z
click_product
B01L9SD3K0
rule
train
0
2025-04-14T21:52:57.792Z
click_product
B01L9SD3K0
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Bonide Captain Jack's Insecticidal Super Soap, 32 oz Ready-to-Use Spray For Organic Gardening and Outdoor Plants", "asin": "B000HCNSWI", "price": "$9.97", "quantity": "1"}, {"title": "Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket", "asin": "B09B9Z26RZ", "price": "$23.99", "quantity": "1"}, {"title": "Waterproof Mattress Protector Queen Size Mattress Cover Cooling Mattress Pad Breathable Noiseless Soft Bed Protector Deep Pocket Fits 6\"-21\", Machine Washable (Queen, 1 Pack)", "asin": "B093R34XY6", "price": "$24.99", "quantity": "1"}, {"title": "Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)", "asin": "B07YBY374X", "price": "$3.98", "quantity": "1"}], "product_details": [{"asin": "B00WO6EK54"}, {"title": "Zojirushi Original Replacement Nonstick Inner Cooking Pan for NS-LAC05 3-Cup Rice Cooker only"}, {"bullet_list": "Original Manufacturer Part from Zojirushi Replacement Pan For Zojirushi NS-LAC05 3-Cup Rice Cooker Non-stick coating inner pan Zojirushi NS-LAC05 3-Cup Rice Cooker sold separately. Inner cooking pans from different models are NOT INTERCHANGEABLE."}], "promotion_items": [{"title": "CUCKOO CR-0675FW 6-Cup (Uncooked) / 12-Cup (Cooked) Micom Rice Cooker with Nonstick Inner Pot, 13 Menu Modes, LCD Display, Fuzzy Logic Tech, Auto Clean (White)", "asin": "B08WFNV82W", "price": "$82.99", "quantity": ""}, {"title": "Toshiba Rice Cooker 6 Cup Uncooked \u2013 Japanese Rice Cooker with Fuzzy Logic Technology, 7 Cooking Functions, Digital Display, 2 Delay Timers and Auto Keep Warm, Non-Stick Inner Pot, White", "asin": "B0838SMXFZ", "price": "$149.99", "quantity": ""}, {"title": "Hamilton Beach Digital Programmable Rice Cooker & Food Steamer, 8 Cups Cooked (4 Uncooked), With Steam & Rinse Basket, Stainless Steel (37518)", "asin": "B0752VWV65", "price": "$41.10", "quantity": ""}, {"title": "TOSHIBA Rice Cooker Small 3-Cup Uncooked\u2013 LCD Display with 8 Cooking Functions: Rice, Oatmeal, Mixed Grains and More, NonStick Inner Pot, Grey", "asin": "B0CQ2CTKBH", "price": "$89.99", "quantity": ""}, {"title": "CUCKOO Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Korean Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, Silver (CR-0632F)", "asin": "B0831RL6XK", "price": "$83.61", "quantity": ""}, {"title": "CUCKOO Micom Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Fuzzy Logic Electric Rice Cooker Small, Sticky Rice Maker with 12 Menu Modes, Nonstick Small Rice Cooker & Steamer, White / Red (CR-0655F)", "asin": "B01MQWFGKG", "price": "$79.99", "quantity": ""}, {"title": "Tiger JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White)", "asin": "B01L9SD3K0", "price": "$139.99", "quantity": ""}, {"title": "304 Stainless Steel rice cooker inner pot Replacement for Zojirushi, Tiger, Multi-C...", "asin": "B0DYV5GXPS", "price": "$26.99", "quantity": ""}, {"title": "Univen Nonstick Rice Pan Bowl Only Compatible with Zojirushi 3-Cup Rice Cooker NS-LAC05 8-NSL-P220 6-7/8\" Diameter NOT UNIVERSAL ONLY FITS MODEL NS-LAC05 PAN MARKED B250", "asin": "B0DK6335Y7", "price": "$52.49", "quantity": ""}, {"title": "Ingpro Original Rice Cooker Inner Pot Non-Stick Inner Cooking Pan for Rice Cooker Replacement Accessories, Original Manufacture Part (8 Cup/4L)", "asin": "B0DC56SXN5", "price": "$42.88", "quantity": ""}, {"title": "Univen 180ml PP Rice Measuring Cup Compatible with Zojirushi Rice Cookers 2 Pack", "asin": "B0DLXTZGWG", "price": "$9.49", "quantity": ""}, {"title": "Hamilton Beach Digital Programmable Rice Cooker & Food Steamer, 8 Cups Cooked (4 Uncooked), With Steam & Rinse Basket, Stainless Steel (37518)", "asin": "B0752VWV65", "price": "$41.10", "quantity": ""}, {"title": "CUCKOO CR-0675FW 6-Cup (Uncooked) / 12-Cup (Cooked) Micom Rice Cooker with Nonstick Inner Pot, 13 Menu Modes, LCD Display, Fuzzy Logic Tech, Auto Clean (White)", "asin": "B08WFNV82W", "price": "$82.99", "quantity": ""}, {"title": "CUCKOO Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Korean Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, Silver (CR-0632F)", "asin": "B0831RL6XK", "price": "$83.61", "quantity": ""}, {"title": "CUCKOO Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Korean Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, Silver (CR-0632F)", "asin": "B0831RL6XK", "price": "$83.61", "quantity": ""}, {"title": "Ingpro Original Rice Cooker Inner Pot Non-Stick Inner Cooking Pan for Rice Cooker Replacement Accessories, Original Manufacture Part (10 Cup/5L)", "asin": "B0DC574CPT", "price": "$43.88", "quantity": ""}, {"title": "CUCKOO Micom Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Fuzzy Logic Electric Rice Cooker Small, Sticky Rice Maker with 12 Menu Modes, Nonstick Small Rice Cooker & Steamer, White / Red (CR-0655F)", "asin": "B01MQWFGKG", "price": "$79.99", "quantity": ""}, {"title": "Buffalo Classic Rice Cooker with Clad Stainless Steel Inner Pot - Electric Rice Cooker for White/Brown Rice, Grain - Easy-to-clean, Non-Toxic & Non-Stick, Auto Warmer (10 Cup)", "asin": "B007Q46COG", "price": "$149.00", "quantity": ""}, {"title": "CUCKOO CR-0675FW 6-Cup (Uncooked) / 12-Cup (Cooked) Micom Rice Cooker with Nonstick Inner Pot, 13 Menu Modes, LCD Display, Fuzzy Logic Tech, Auto Clean (White)", "asin": "B08WFNV82W", "price": "$82.99", "quantity": ""}, {"title": "Hamilton Beach Digital Programmable Rice Cooker & Food Steamer, 8 Cups Cooked (4 Uncooked), With Steam & Rinse Basket, Stainless Steel (37518)", "asin": "B0752VWV65", "price": "$41.10", "quantity": ""}, {"title": "Toshiba Rice Cooker 6 Cup Uncooked \u2013 Japanese Rice Cooker with Fuzzy Logic Technology, 7 Cooking Functions, Digital Display, 2 Delay Timers and Auto Keep Warm, Non-Stick Inner Pot, White", "asin": "B0838SMXFZ", "price": "$149.99", "quantity": ""}], "comparison_items": [{"title": "Zojirushi\u00a0Original Replacement Nonstick Inner Cooking Pan for NS-LAC05 3-Cup Rice Cooker only"}, {"title": "COSORI\u00a05-Quart Rice Cooker Inner Pot Non-Stick for 10 Cup Uncooked CRC-R501- KUS Rice Cooker Only, 6-Layer, CRP-R501IP-KUS", "asin": "B0CFF87MGQ", "price": "$29.99"}, {"title": "NLOWD\u00a0Compatible for Zojirushi NS-TSC10 Multi-Cooker Replacement Inner Po (5.5cups) 304 Stainless Steel Rice Cooker Inner Bowl", "asin": "B0DRS425QR", "price": "$14.83"}, {"title": "Zojirushi\u00a0OEM Original Replacement Nonstick Inner Cooking Pan for Zojirushi NP-GBC05 3-Cup Rice Cooker", "asin": "B001D08UA8", "price": "$115.00"}, {"title": "Kacom\u00a0Stainless steel inner pot for multifunctional rice cookers. A durable replacement option that swaps out your old pot \uff0c ensuring long - lasting use.", "asin": "B0DT1GW4FY", "price": "$25.49"}, {"title": "Zojirushi\u00a0Original Replacement Nonstick Inner Cooking Pan for Zojirushi NS-RNC10 5-Cup Rice Cooker only", "asin": "B00TT6EOTO", "price": "$65.00"}] <|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": "2025-04-14T21:52:57.792Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:52:57.792Z\",\"action\": \"click_product\",\"acion_argument\": \"B01L9SD3K0\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:52:57.792Z\",\"action\": \"click_product\",\"acion_argument\": \"B01L9SD3K0\",}</answer>", "index": 0, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Bonide Captain Jack's Insecticidal Super Soap, 32 oz Ready-to-Use Spray For Organic Gardening and Outdoor Plants\", \"asin\": \"B000HCNSWI\", \"price\": \"$9.97\", \"quantity\": \"1\"},\n{\"title\": \"Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket\", \"asin\": \"B09B9Z26RZ\", \"price\": \"$23.99\", \"quantity\": \"1\"},\n{\"title\": \"Waterproof Mattress Protector Queen Size Mattress Cover Cooling Mattress Pad Breathable Noiseless Soft Bed Protector Deep Pocket Fits 6\\\"-21\\\", Machine Washable (Queen, 1 Pack)\", \"asin\": \"B093R34XY6\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)\", \"asin\": \"B07YBY374X\", \"price\": \"$3.98\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00WO6EK54\"},\n{\"title\": \"Zojirushi Original Replacement Nonstick Inner Cooking Pan for NS-LAC05 3-Cup Rice Cooker only\"},\n{\"bullet_list\": \"Original Manufacturer Part from Zojirushi Replacement Pan For Zojirushi NS-LAC05 3-Cup Rice Cooker Non-stick coating inner pan Zojirushi NS-LAC05 3-Cup Rice Cooker sold separately. Inner cooking pans from different models are NOT INTERCHANGEABLE.\"}],\n\"promotion_items\": [{\"title\": \"CUCKOO CR-0675FW 6-Cup (Uncooked) / 12-Cup (Cooked) Micom Rice Cooker with Nonstick Inner Pot, 13 Menu Modes, LCD Display, Fuzzy Logic Tech, Auto Clean (White)\", \"asin\": \"B08WFNV82W\", \"price\": \"$82.99\", \"quantity\": \"\"},\n{\"title\": \"Toshiba Rice Cooker 6 Cup Uncooked \\u2013 Japanese Rice Cooker with Fuzzy Logic Technology, 7 Cooking Functions, Digital Display, 2 Delay Timers and Auto Keep Warm, Non-Stick Inner Pot, White\", \"asin\": \"B0838SMXFZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Beach Digital Programmable Rice Cooker & Food Steamer, 8 Cups Cooked (4 Uncooked), With Steam & Rinse Basket, Stainless Steel (37518)\", \"asin\": \"B0752VWV65\", \"price\": \"$41.10\", \"quantity\": \"\"},\n{\"title\": \"TOSHIBA Rice Cooker Small 3-Cup Uncooked\\u2013 LCD Display with 8 Cooking Functions: Rice, Oatmeal, Mixed Grains and More, NonStick Inner Pot, Grey\", \"asin\": \"B0CQ2CTKBH\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Korean Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, Silver (CR-0632F)\", \"asin\": \"B0831RL6XK\", \"price\": \"$83.61\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Micom Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Fuzzy Logic Electric Rice Cooker Small, Sticky Rice Maker with 12 Menu Modes, Nonstick Small Rice Cooker & Steamer, White / Red (CR-0655F)\", \"asin\": \"B01MQWFGKG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Tiger JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White)\", \"asin\": \"B01L9SD3K0\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"304 Stainless Steel rice cooker inner pot Replacement for Zojirushi, Tiger, Multi-C...\", \"asin\": \"B0DYV5GXPS\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Univen Nonstick Rice Pan Bowl Only Compatible with Zojirushi 3-Cup Rice Cooker NS-LAC05 8-NSL-P220 6-7/8\\\" Diameter NOT UNIVERSAL ONLY FITS MODEL NS-LAC05 PAN MARKED B250\", \"asin\": \"B0DK6335Y7\", \"price\": \"$52.49\", \"quantity\": \"\"},\n{\"title\": \"Ingpro Original Rice Cooker Inner Pot Non-Stick Inner Cooking Pan for Rice Cooker Replacement Accessories, Original Manufacture Part (8 Cup/4L)\", \"asin\": \"B0DC56SXN5\", \"price\": \"$42.88\", \"quantity\": \"\"},\n{\"title\": \"Univen 180ml PP Rice Measuring Cup Compatible with Zojirushi Rice Cookers 2 Pack\", \"asin\": \"B0DLXTZGWG\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Beach Digital Programmable Rice Cooker & Food Steamer, 8 Cups Cooked (4 Uncooked), With Steam & Rinse Basket, Stainless Steel (37518)\", \"asin\": \"B0752VWV65\", \"price\": \"$41.10\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO CR-0675FW 6-Cup (Uncooked) / 12-Cup (Cooked) Micom Rice Cooker with Nonstick Inner Pot, 13 Menu Modes, LCD Display, Fuzzy Logic Tech, Auto Clean (White)\", \"asin\": \"B08WFNV82W\", \"price\": \"$82.99\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Korean Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, Silver (CR-0632F)\", \"asin\": \"B0831RL6XK\", \"price\": \"$83.61\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Korean Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, Silver (CR-0632F)\", \"asin\": \"B0831RL6XK\", \"price\": \"$83.61\", \"quantity\": \"\"},\n{\"title\": \"Ingpro Original Rice Cooker Inner Pot Non-Stick Inner Cooking Pan for Rice Cooker Replacement Accessories, Original Manufacture Part (10 Cup/5L)\", \"asin\": \"B0DC574CPT\", \"price\": \"$43.88\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Micom Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Fuzzy Logic Electric Rice Cooker Small, Sticky Rice Maker with 12 Menu Modes, Nonstick Small Rice Cooker & Steamer, White / Red (CR-0655F)\", \"asin\": \"B01MQWFGKG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Buffalo Classic Rice Cooker with Clad Stainless Steel Inner Pot - Electric Rice Cooker for White/Brown Rice, Grain - Easy-to-clean, Non-Toxic & Non-Stick, Auto Warmer (10 Cup)\", \"asin\": \"B007Q46COG\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO CR-0675FW 6-Cup (Uncooked) / 12-Cup (Cooked) Micom Rice Cooker with Nonstick Inner Pot, 13 Menu Modes, LCD Display, Fuzzy Logic Tech, Auto Clean (White)\", \"asin\": \"B08WFNV82W\", \"price\": \"$82.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Beach Digital Programmable Rice Cooker & Food Steamer, 8 Cups Cooked (4 Uncooked), With Steam & Rinse Basket, Stainless Steel (37518)\", \"asin\": \"B0752VWV65\", \"price\": \"$41.10\", \"quantity\": \"\"},\n{\"title\": \"Toshiba Rice Cooker 6 Cup Uncooked \\u2013 Japanese Rice Cooker with Fuzzy Logic Technology, 7 Cooking Functions, Digital Display, 2 Delay Timers and Auto Keep Warm, Non-Stick Inner Pot, White\", \"asin\": \"B0838SMXFZ\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Zojirushi\\u00a0Original Replacement Nonstick Inner Cooking Pan for NS-LAC05 3-Cup Rice Cooker only\"},\n{\"title\": \"COSORI\\u00a05-Quart Rice Cooker Inner Pot Non-Stick for 10 Cup Uncooked CRC-R501- KUS Rice Cooker Only, 6-Layer, CRP-R501IP-KUS\", \"asin\": \"B0CFF87MGQ\", \"price\": \"$29.99\"},\n{\"title\": \"NLOWD\\u00a0Compatible for Zojirushi NS-TSC10 Multi-Cooker Replacement Inner Po (5.5cups) 304 Stainless Steel Rice Cooker Inner Bowl\", \"asin\": \"B0DRS425QR\", \"price\": \"$14.83\"},\n{\"title\": \"Zojirushi\\u00a0OEM Original Replacement Nonstick Inner Cooking Pan for Zojirushi NP-GBC05 3-Cup Rice Cooker\", \"asin\": \"B001D08UA8\", \"price\": \"$115.00\"},\n{\"title\": \"Kacom\\u00a0Stainless steel inner pot for multifunctional rice cookers. A durable replacement option that swaps out your old pot \\uff0c ensuring long - lasting use.\", \"asin\": \"B0DT1GW4FY\", \"price\": \"$25.49\"},\n{\"title\": \"Zojirushi\\u00a0Original Replacement Nonstick Inner Cooking Pan for Zojirushi NS-RNC10 5-Cup Rice Cooker only\", \"asin\": \"B00TT6EOTO\", \"price\": \"$65.00\"}]\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\": \"2025-04-14T21:52:57.792Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the 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\": \"2025-04-14T21:52:57.792Z\", \"action\": \"click_product\", \"action_argument\": \"B01L9SD3K0\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Bonide Captain Jack's Insecticidal Super Soap, 32 oz Ready-to-Use Spray For Organic Gardening and Outdoor Plants\", \"asin\": \"B000HCNSWI\", \"price\": \"$9.97\", \"quantity\": \"1\"},\n{\"title\": \"Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket\", \"asin\": \"B09B9Z26RZ\", \"price\": \"$23.99\", \"quantity\": \"1\"},\n{\"title\": \"Waterproof Mattress Protector Queen Size Mattress Cover Cooling Mattress Pad Breathable Noiseless Soft Bed Protector Deep Pocket Fits 6\\\"-21\\\", Machine Washable (Queen, 1 Pack)\", \"asin\": \"B093R34XY6\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)\", \"asin\": \"B07YBY374X\", \"price\": \"$3.98\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B01L9SD3K0\"},\n{\"title\": \"Tiger JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White)\"},\n{\"price\": \"$139.99\"},\n{\"bullet_list\": \"Prepare fluffy rice, steamed vegetables, slow-cooked meat, and more in the Tiger 4-in-1 rice cooker and warmer This versatile cooker features a digital control panel with 10 cooking settings for guess-free cooking. It automatically stops cooking when the selected program or timer elapses, and keeps food warm until you're ready to serve.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Toshiba Rice Cooker 6 Cup Uncooked \\u2013 Japanese Rice Cooker with Fuzzy Logic Technology, 7 Cooking Functions, Digital Display, 2 Delay Timers and Auto Keep Warm, Non-Stick Inner Pot, White\", \"asin\": \"B0838SMXFZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Beach Digital Programmable Rice Cooker & Food Steamer, 8 Cups Cooked (4 Uncooked), With Steam & Rinse Basket, Stainless Steel (37518)\", \"asin\": \"B0752VWV65\", \"price\": \"$41.10\", \"quantity\": \"\"},\n{\"title\": \"COMFEE' Rice Cooker, Japanese Large Rice Cooker with Fuzzy Logic Technology, 11 Presets, 10 Cup Uncooked/20 Cup Cooked, Auto Keep Warm, 24-Hr Delay Timer\", \"asin\": \"B07CK58RPN\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO CR-0633F | 6-Cup (Uncooked) Micom Rice Cooker | 9 Menu Options: White Rice, Brown Rice & More, Nonstick Inner Pot, Made in Korea | White\", \"asin\": \"B0C363Y7HX\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Tiger JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White) Bundle with Rice Washing Bowl and Bamboo Spoon (3 Items)\", \"asin\": \"B0C47JGLNP\", \"price\": \"$144.99\", \"quantity\": \"\"},\n{\"title\": \"Tiger JKT-D Multi-Functional Induction Heating (IH) Electric Rice Cooker with 12 Cooking Settings (Silver Black)\", \"asin\": \"B08K3V5XRL\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Toshiba Mini Rice Cooker, 3 Cups Uncooked Small Rice Cooker, Steamer & Warmer, With Fuzzy Logic And One-Touch Cooking, 24 Hour Delay Timer And Auto Keep Warm Feature, White\", \"asin\": \"B091TW6ND5\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Rice Cooker 3 Cup Uncooked / 6 Cup Cooked, Modern Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, White (CR-0375FW)\", \"asin\": \"B0B4MYBLZQ\", \"price\": \"$77.99\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Korean Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, Silver (CR-0632F)\", \"asin\": \"B0831RL6XK\", \"price\": \"$83.61\", \"quantity\": \"\"},\n{\"title\": \"Tiger JKT-D Multi-Functional Induction Heating (IH) Electric Rice Cooker with 12 Cooking Settings (Silver Black)\", \"asin\": \"B08K3V5XRL\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Toshiba Rice Cooker 6 Cup Uncooked \\u2013 Japanese Rice Cooker with Fuzzy Logic Technology, 7 Cooking Functions, Digital Display, 2 Delay Timers and Auto Keep Warm, Non-Stick Inner Pot, White\", \"asin\": \"B0838SMXFZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"COMFEE' Rice Cooker, Japanese Large Rice Cooker with Fuzzy Logic Technology, 11 Presets, 10 Cup Uncooked/20 Cup Cooked, Auto Keep Warm, 24-Hr Delay Timer\", \"asin\": \"B07CK58RPN\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Micom Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Fuzzy Logic Electric Rice Cooker Small, Sticky Rice Maker with 12 Menu Modes, Nonstick Small Rice Cooker & Steamer, White / Red (CR-0655F)\", \"asin\": \"B01MQWFGKG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO CR-0675FW 6-Cup (Uncooked) / 12-Cup (Cooked) Micom Rice Cooker with Nonstick Inner Pot, 13 Menu Modes, LCD Display, Fuzzy Logic Tech, Auto Clean (White)\", \"asin\": \"B08WFNV82W\", \"price\": \"$82.99\", \"quantity\": \"\"},\n{\"title\": \"TOSHIBA Rice Cooker & Steamer Simple 5.5 Cup(Uncooked) with Steaming Basket, Removable Non-Stick Inner Pot & Inner Lid, for Soups, Stews, Grains&Oatmeal, One Touch&Keep Warm Function, Silvery White\", \"asin\": \"B0DW3R2SDJ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Micom Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Fuzzy Logic Electric Rice Cooker Small, Sticky Rice Maker with 12 Menu Modes, Nonstick Small Rice Cooker & Steamer, White / Red (CR-0655F)\", \"asin\": \"B01MQWFGKG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Tiger JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White) Bundle with Rice Washing Bowl and Bamboo Spoon (3 Items)\", \"asin\": \"B0C47JGLNP\", \"price\": \"$144.99\", \"quantity\": \"\"},\n{\"title\": \"Toshiba Rice Cooker 6 Cup Uncooked \\u2013 Japanese Rice Cooker with Fuzzy Logic Technology, 7 Cooking Functions, Digital Display, 2 Delay Timers and Auto Keep Warm, Non-Stick Inner Pot, White\", \"asin\": \"B0838SMXFZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Toshiba Mini Rice Cooker, 3 Cups Uncooked Small Rice Cooker, Steamer & Warmer, With Fuzzy Logic And One-Touch Cooking, 24 Hour Delay Timer And Auto Keep Warm Feature, White\", \"asin\": \"B091TW6ND5\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"COMFEE' Rice Cooker, Japanese Large Rice Cooker with Fuzzy Logic Technology, 11 Presets, 10 Cup Uncooked/20 Cup Cooked, Auto Keep Warm, 24-Hr Delay Timer\", \"asin\": \"B07CK58RPN\", \"price\": \"$75.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Tiger\\u00a0JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White)\", \"asin\": \"B01L9SD3K0\", \"price\": \"$139.99\"},\n{\"title\": \"Tiger\\u00a0JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White) Bundle with Rice Washing Bowl and Bamboo Spoon (3 Items)\", \"asin\": \"B0C47JGLNP\", \"price\": \"$144.99\"},\n{\"title\": \"Zojirushi\\u00a0NL-DCC18CP Micom Rice Cooker and Warmer (Pearl Beige, 10 Cups)\", \"asin\": \"B09LVTVVTT\", \"price\": \"$170.00\"},\n{\"title\": \"Tiger\\u00a0Corporation JKT-D18U 10-Cup Capacity Induction Heating Electric Rice Cooker with 12 Menu Setting, 24-Hour Keep Warm Setting, Spatula and Measuring Cup (Black and Stainless Steel)\", \"asin\": \"B08K3S4W9T\", \"price\": \"$283.99\"},\n{\"title\": \"Tiger\\u00a0JAZ-A18U-FH 10-Cup (Uncooked) Rice Cooker and Warmer with Steam Basket, Floral White\", \"asin\": \"B000AOMTU0\", \"price\": \"$99.89\"},\n{\"title\": \"CUCKOO\\u00a0Rice Cooker 3 Cup Uncooked / 6 Cup Cooked, Modern Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, White (CR-0375FW)\", \"asin\": \"B0B4MYBLZQ\", \"price\": \"$77.99\"}]\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\": \"2025-04-14T21:55:17.173Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:55:17.173Z
click_product
B0838SMXFZ
rule
train
1
2025-04-14T21:55:17.173Z
click_product
B0838SMXFZ
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon 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": "2025-04-14T21:52:57.792Z", "action": "click_product", "action_argument": "B01L9SD3K0"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata 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": "Bonide Captain Jack's Insecticidal Super Soap, 32 oz Ready-to-Use Spray For Organic Gardening and Outdoor Plants", "asin": "B000HCNSWI", "price": "$9.97", "quantity": "1"}, {"title": "Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket", "asin": "B09B9Z26RZ", "price": "$23.99", "quantity": "1"}, {"title": "Waterproof Mattress Protector Queen Size Mattress Cover Cooling Mattress Pad Breathable Noiseless Soft Bed Protector Deep Pocket Fits 6\"-21\", Machine Washable (Queen, 1 Pack)", "asin": "B093R34XY6", "price": "$24.99", "quantity": "1"}, {"title": "Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)", "asin": "B07YBY374X", "price": "$3.98", "quantity": "1"}], "product_details": [{"asin": "B01L9SD3K0"}, {"title": "Tiger JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White)"}, {"price": "$139.99"}, {"bullet_list": "Prepare fluffy rice, steamed vegetables, slow-cooked meat, and more in the Tiger 4-in-1 rice cooker and warmer This versatile cooker features a digital control panel with 10 cooking settings for guess-free cooking. It automatically stops cooking when the selected program or timer elapses, and keeps food warm until you're ready to serve."}], "product_quantity": [{"quantity": "1"}], "promotion_items": [{"title": "Toshiba Rice Cooker 6 Cup Uncooked \u2013 Japanese Rice Cooker with Fuzzy Logic Technology, 7 Cooking Functions, Digital Display, 2 Delay Timers and Auto Keep Warm, Non-Stick Inner Pot, White", "asin": "B0838SMXFZ", "price": "$149.99", "quantity": ""}, {"title": "Hamilton Beach Digital Programmable Rice Cooker & Food Steamer, 8 Cups Cooked (4 Uncooked), With Steam & Rinse Basket, Stainless Steel (37518)", "asin": "B0752VWV65", "price": "$41.10", "quantity": ""}, {"title": "COMFEE' Rice Cooker, Japanese Large Rice Cooker with Fuzzy Logic Technology, 11 Presets, 10 Cup Uncooked/20 Cup Cooked, Auto Keep Warm, 24-Hr Delay Timer", "asin": "B07CK58RPN", "price": "$75.99", "quantity": ""}, {"title": "CUCKOO CR-0633F | 6-Cup (Uncooked) Micom Rice Cooker | 9 Menu Options: White Rice, Brown Rice & More, Nonstick Inner Pot, Made in Korea | White", "asin": "B0C363Y7HX", "price": "$99.99", "quantity": ""}, {"title": "Tiger JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White) Bundle with Rice Washing Bowl and Bamboo Spoon (3 Items)", "asin": "B0C47JGLNP", "price": "$144.99", "quantity": ""}, {"title": "Tiger JKT-D Multi-Functional Induction Heating (IH) Electric Rice Cooker with 12 Cooking Settings (Silver Black)", "asin": "B08K3V5XRL", "price": "$249.99", "quantity": ""}, {"title": "Toshiba Mini Rice Cooker, 3 Cups Uncooked Small Rice Cooker, Steamer & Warmer, With Fuzzy Logic And One-Touch Cooking, 24 Hour Delay Timer And Auto Keep Warm Feature, White", "asin": "B091TW6ND5", "price": "$89.99", "quantity": ""}, {"title": "CUCKOO Rice Cooker 3 Cup Uncooked / 6 Cup Cooked, Modern Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, White (CR-0375FW)", "asin": "B0B4MYBLZQ", "price": "$77.99", "quantity": ""}, {"title": "CUCKOO Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Korean Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, Silver (CR-0632F)", "asin": "B0831RL6XK", "price": "$83.61", "quantity": ""}, {"title": "Tiger JKT-D Multi-Functional Induction Heating (IH) Electric Rice Cooker with 12 Cooking Settings (Silver Black)", "asin": "B08K3V5XRL", "price": "$249.99", "quantity": ""}, {"title": "Toshiba Rice Cooker 6 Cup Uncooked \u2013 Japanese Rice Cooker with Fuzzy Logic Technology, 7 Cooking Functions, Digital Display, 2 Delay Timers and Auto Keep Warm, Non-Stick Inner Pot, White", "asin": "B0838SMXFZ", "price": "$149.99", "quantity": ""}, {"title": "COMFEE' Rice Cooker, Japanese Large Rice Cooker with Fuzzy Logic Technology, 11 Presets, 10 Cup Uncooked/20 Cup Cooked, Auto Keep Warm, 24-Hr Delay Timer", "asin": "B07CK58RPN", "price": "$75.99", "quantity": ""}, {"title": "CUCKOO Micom Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Fuzzy Logic Electric Rice Cooker Small, Sticky Rice Maker with 12 Menu Modes, Nonstick Small Rice Cooker & Steamer, White / Red (CR-0655F)", "asin": "B01MQWFGKG", "price": "$79.99", "quantity": ""}, {"title": "CUCKOO CR-0675FW 6-Cup (Uncooked) / 12-Cup (Cooked) Micom Rice Cooker with Nonstick Inner Pot, 13 Menu Modes, LCD Display, Fuzzy Logic Tech, Auto Clean (White)", "asin": "B08WFNV82W", "price": "$82.99", "quantity": ""}, {"title": "TOSHIBA Rice Cooker & Steamer Simple 5.5 Cup(Uncooked) with Steaming Basket, Removable Non-Stick Inner Pot & Inner Lid, for Soups, Stews, Grains&Oatmeal, One Touch&Keep Warm Function, Silvery White", "asin": "B0DW3R2SDJ", "price": "$44.99", "quantity": ""}, {"title": "CUCKOO Micom Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Fuzzy Logic Electric Rice Cooker Small, Sticky Rice Maker with 12 Menu Modes, Nonstick Small Rice Cooker & Steamer, White / Red (CR-0655F)", "asin": "B01MQWFGKG", "price": "$79.99", "quantity": ""}, {"title": "Tiger JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White) Bundle with Rice Washing Bowl and Bamboo Spoon (3 Items)", "asin": "B0C47JGLNP", "price": "$144.99", "quantity": ""}, {"title": "Toshiba Rice Cooker 6 Cup Uncooked \u2013 Japanese Rice Cooker with Fuzzy Logic Technology, 7 Cooking Functions, Digital Display, 2 Delay Timers and Auto Keep Warm, Non-Stick Inner Pot, White", "asin": "B0838SMXFZ", "price": "$149.99", "quantity": ""}, {"title": "Toshiba Mini Rice Cooker, 3 Cups Uncooked Small Rice Cooker, Steamer & Warmer, With Fuzzy Logic And One-Touch Cooking, 24 Hour Delay Timer And Auto Keep Warm Feature, White", "asin": "B091TW6ND5", "price": "$89.99", "quantity": ""}, {"title": "COMFEE' Rice Cooker, Japanese Large Rice Cooker with Fuzzy Logic Technology, 11 Presets, 10 Cup Uncooked/20 Cup Cooked, Auto Keep Warm, 24-Hr Delay Timer", "asin": "B07CK58RPN", "price": "$75.99", "quantity": ""}], "comparison_items": [{"title": "Tiger\u00a0JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White)", "asin": "B01L9SD3K0", "price": "$139.99"}, {"title": "Tiger\u00a0JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White) Bundle with Rice Washing Bowl and Bamboo Spoon (3 Items)", "asin": "B0C47JGLNP", "price": "$144.99"}, {"title": "Zojirushi\u00a0NL-DCC18CP Micom Rice Cooker and Warmer (Pearl Beige, 10 Cups)", "asin": "B09LVTVVTT", "price": "$170.00"}, {"title": "Tiger\u00a0Corporation JKT-D18U 10-Cup Capacity Induction Heating Electric Rice Cooker with 12 Menu Setting, 24-Hour Keep Warm Setting, Spatula and Measuring Cup (Black and Stainless Steel)", "asin": "B08K3S4W9T", "price": "$283.99"}, {"title": "Tiger\u00a0JAZ-A18U-FH 10-Cup (Uncooked) Rice Cooker and Warmer with Steam Basket, Floral White", "asin": "B000AOMTU0", "price": "$99.89"}, {"title": "CUCKOO\u00a0Rice Cooker 3 Cup Uncooked / 6 Cup Cooked, Modern Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, White (CR-0375FW)", "asin": "B0B4MYBLZQ", "price": "$77.99"}] <|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": "2025-04-14T21:55:17.173Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:55:17.173Z\",\"action\": \"click_product\",\"acion_argument\": \"B0838SMXFZ\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:55:17.173Z\",\"action\": \"click_product\",\"acion_argument\": \"B0838SMXFZ\",}</answer>", "index": 1, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the 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\": \"2025-04-14T21:52:57.792Z\", \"action\": \"click_product\", \"action_argument\": \"B01L9SD3K0\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Bonide Captain Jack's Insecticidal Super Soap, 32 oz Ready-to-Use Spray For Organic Gardening and Outdoor Plants\", \"asin\": \"B000HCNSWI\", \"price\": \"$9.97\", \"quantity\": \"1\"},\n{\"title\": \"Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket\", \"asin\": \"B09B9Z26RZ\", \"price\": \"$23.99\", \"quantity\": \"1\"},\n{\"title\": \"Waterproof Mattress Protector Queen Size Mattress Cover Cooling Mattress Pad Breathable Noiseless Soft Bed Protector Deep Pocket Fits 6\\\"-21\\\", Machine Washable (Queen, 1 Pack)\", \"asin\": \"B093R34XY6\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)\", \"asin\": \"B07YBY374X\", \"price\": \"$3.98\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B01L9SD3K0\"},\n{\"title\": \"Tiger JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White)\"},\n{\"price\": \"$139.99\"},\n{\"bullet_list\": \"Prepare fluffy rice, steamed vegetables, slow-cooked meat, and more in the Tiger 4-in-1 rice cooker and warmer This versatile cooker features a digital control panel with 10 cooking settings for guess-free cooking. It automatically stops cooking when the selected program or timer elapses, and keeps food warm until you're ready to serve.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Toshiba Rice Cooker 6 Cup Uncooked \\u2013 Japanese Rice Cooker with Fuzzy Logic Technology, 7 Cooking Functions, Digital Display, 2 Delay Timers and Auto Keep Warm, Non-Stick Inner Pot, White\", \"asin\": \"B0838SMXFZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Hamilton Beach Digital Programmable Rice Cooker & Food Steamer, 8 Cups Cooked (4 Uncooked), With Steam & Rinse Basket, Stainless Steel (37518)\", \"asin\": \"B0752VWV65\", \"price\": \"$41.10\", \"quantity\": \"\"},\n{\"title\": \"COMFEE' Rice Cooker, Japanese Large Rice Cooker with Fuzzy Logic Technology, 11 Presets, 10 Cup Uncooked/20 Cup Cooked, Auto Keep Warm, 24-Hr Delay Timer\", \"asin\": \"B07CK58RPN\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO CR-0633F | 6-Cup (Uncooked) Micom Rice Cooker | 9 Menu Options: White Rice, Brown Rice & More, Nonstick Inner Pot, Made in Korea | White\", \"asin\": \"B0C363Y7HX\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Tiger JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White) Bundle with Rice Washing Bowl and Bamboo Spoon (3 Items)\", \"asin\": \"B0C47JGLNP\", \"price\": \"$144.99\", \"quantity\": \"\"},\n{\"title\": \"Tiger JKT-D Multi-Functional Induction Heating (IH) Electric Rice Cooker with 12 Cooking Settings (Silver Black)\", \"asin\": \"B08K3V5XRL\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Toshiba Mini Rice Cooker, 3 Cups Uncooked Small Rice Cooker, Steamer & Warmer, With Fuzzy Logic And One-Touch Cooking, 24 Hour Delay Timer And Auto Keep Warm Feature, White\", \"asin\": \"B091TW6ND5\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Rice Cooker 3 Cup Uncooked / 6 Cup Cooked, Modern Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, White (CR-0375FW)\", \"asin\": \"B0B4MYBLZQ\", \"price\": \"$77.99\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Korean Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, Silver (CR-0632F)\", \"asin\": \"B0831RL6XK\", \"price\": \"$83.61\", \"quantity\": \"\"},\n{\"title\": \"Tiger JKT-D Multi-Functional Induction Heating (IH) Electric Rice Cooker with 12 Cooking Settings (Silver Black)\", \"asin\": \"B08K3V5XRL\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Toshiba Rice Cooker 6 Cup Uncooked \\u2013 Japanese Rice Cooker with Fuzzy Logic Technology, 7 Cooking Functions, Digital Display, 2 Delay Timers and Auto Keep Warm, Non-Stick Inner Pot, White\", \"asin\": \"B0838SMXFZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"COMFEE' Rice Cooker, Japanese Large Rice Cooker with Fuzzy Logic Technology, 11 Presets, 10 Cup Uncooked/20 Cup Cooked, Auto Keep Warm, 24-Hr Delay Timer\", \"asin\": \"B07CK58RPN\", \"price\": \"$75.99\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Micom Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Fuzzy Logic Electric Rice Cooker Small, Sticky Rice Maker with 12 Menu Modes, Nonstick Small Rice Cooker & Steamer, White / Red (CR-0655F)\", \"asin\": \"B01MQWFGKG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO CR-0675FW 6-Cup (Uncooked) / 12-Cup (Cooked) Micom Rice Cooker with Nonstick Inner Pot, 13 Menu Modes, LCD Display, Fuzzy Logic Tech, Auto Clean (White)\", \"asin\": \"B08WFNV82W\", \"price\": \"$82.99\", \"quantity\": \"\"},\n{\"title\": \"TOSHIBA Rice Cooker & Steamer Simple 5.5 Cup(Uncooked) with Steaming Basket, Removable Non-Stick Inner Pot & Inner Lid, for Soups, Stews, Grains&Oatmeal, One Touch&Keep Warm Function, Silvery White\", \"asin\": \"B0DW3R2SDJ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"CUCKOO Micom Rice Cooker 6 Cup Uncooked / 12 Cup Cooked, Fuzzy Logic Electric Rice Cooker Small, Sticky Rice Maker with 12 Menu Modes, Nonstick Small Rice Cooker & Steamer, White / Red (CR-0655F)\", \"asin\": \"B01MQWFGKG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Tiger JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White) Bundle with Rice Washing Bowl and Bamboo Spoon (3 Items)\", \"asin\": \"B0C47JGLNP\", \"price\": \"$144.99\", \"quantity\": \"\"},\n{\"title\": \"Toshiba Rice Cooker 6 Cup Uncooked \\u2013 Japanese Rice Cooker with Fuzzy Logic Technology, 7 Cooking Functions, Digital Display, 2 Delay Timers and Auto Keep Warm, Non-Stick Inner Pot, White\", \"asin\": \"B0838SMXFZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Toshiba Mini Rice Cooker, 3 Cups Uncooked Small Rice Cooker, Steamer & Warmer, With Fuzzy Logic And One-Touch Cooking, 24 Hour Delay Timer And Auto Keep Warm Feature, White\", \"asin\": \"B091TW6ND5\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"COMFEE' Rice Cooker, Japanese Large Rice Cooker with Fuzzy Logic Technology, 11 Presets, 10 Cup Uncooked/20 Cup Cooked, Auto Keep Warm, 24-Hr Delay Timer\", \"asin\": \"B07CK58RPN\", \"price\": \"$75.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Tiger\\u00a0JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White)\", \"asin\": \"B01L9SD3K0\", \"price\": \"$139.99\"},\n{\"title\": \"Tiger\\u00a0JBV-S18U 10-Cup Microcomputer Controlled 4-in-1 Rice Cooker (White) Bundle with Rice Washing Bowl and Bamboo Spoon (3 Items)\", \"asin\": \"B0C47JGLNP\", \"price\": \"$144.99\"},\n{\"title\": \"Zojirushi\\u00a0NL-DCC18CP Micom Rice Cooker and Warmer (Pearl Beige, 10 Cups)\", \"asin\": \"B09LVTVVTT\", \"price\": \"$170.00\"},\n{\"title\": \"Tiger\\u00a0Corporation JKT-D18U 10-Cup Capacity Induction Heating Electric Rice Cooker with 12 Menu Setting, 24-Hour Keep Warm Setting, Spatula and Measuring Cup (Black and Stainless Steel)\", \"asin\": \"B08K3S4W9T\", \"price\": \"$283.99\"},\n{\"title\": \"Tiger\\u00a0JAZ-A18U-FH 10-Cup (Uncooked) Rice Cooker and Warmer with Steam Basket, Floral White\", \"asin\": \"B000AOMTU0\", \"price\": \"$99.89\"},\n{\"title\": \"CUCKOO\\u00a0Rice Cooker 3 Cup Uncooked / 6 Cup Cooked, Modern Fuzzy Logic Rice Cooker Small with Delay Timer & Keep Warm Setting, Versatile Food Steamer for Cooking, Non-Stick Inner Pot, White (CR-0375FW)\", \"asin\": \"B0B4MYBLZQ\", \"price\": \"$77.99\"}]\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\": \"2025-04-14T21:55:17.173Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T21:52:57.792Z\", \"action\": \"click_product\", \"action_argument\": \"B01L9SD3K0\"}\n{\"timestamp\": \"2025-04-14T21:55:17.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0838SMXFZ\"}\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\": \"laroche-posay sunscreen\"}],\n\"cart_items\": [{\"title\": \"Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"price\": \"$10.68\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce\", \"asin\": \"B07YLKXV11\", \"price\": \"$13.97\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Adjustable Keyboard and Piano Stand, Heavy-Duty Double-X-Shape - For School Musical Program, Choir, & Recitals, Black\", \"asin\": \"B07Q16JDH5\", \"price\": \"$37.39\", \"quantity\": \"1\"},\n{\"title\": \"Bonide Captain Jack's Insecticidal Super Soap, 32 oz Ready-to-Use Spray For Organic Gardening and Outdoor Plants\", \"asin\": \"B000HCNSWI\", \"price\": \"$9.97\", \"quantity\": \"1\"},\n{\"title\": \"Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket\", \"asin\": \"B09B9Z26RZ\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"Mattress Protector Queen Waterproof Mattress Cover Queen Size Mattress Pad Cover Breathable Noiseless Deep Pocket Bed Cover for 6-18\\\" Mattress Pad - Soft Washable Vinyl Free\", \"asin\": \"B093R34XY6\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)\", \"asin\": \"B07YBY374X\", \"price\": \"$4.49\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"La Roche Posay Anthelios UV Pro-Sport Sunscreen SPF 50, Daily Sunscreen for Body & Face with Vitamin B5 and Vitamin E, Broad Spectrum Invisible SPF Protection, Water Resistant, Non Greasy\\n6.76 Fl Oz (Pack of 1)\", \"asin\": \"B0DLFRDD2Z\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Anthelios UV Correct Sunscreen Moisturizer SPF 70, Daily Anti-Aging Face Moisturizer with Sunscreen and Niacinamide to Even Skin Tone & Fine Lines, Sun Protection for Sensitive Skin\\n1.69 Fl Oz (Pack of 1)\", \"asin\": \"B09NR1DMVT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"La Roche Posay Anthelios UV Hydra Sunscreen SPF 50, Daily Hydrating Sunscreen for Face with Hyaluronic Acid and Vitamin E, Broad Spectrum Invisible SPF Protection, Anti Aging, Fragrance Free\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B0CM4JVK6H\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 60, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, Lightweight & Fast Absorbing, Oxybenzone Free\\n3 Fl Oz (Pack of 1)\", \"asin\": \"B07HFHWNPH\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"La Roche Posay Anthelios UV Tone Sunscreen SPF 50, Daily Sunscreen for Face with Niacinamide, Broad Spectrum Invisible SPF Protection for Discoloration and Uneven Skin\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B0DFJJSYD2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CZP757GC\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DFJV3PPB\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PURITO Sun Day Adventure Korean Sunscreen Smoothest and Lightest Texture Broad Spectrum SPF 50 UVA & UVB Protection No White Cast Oil Free For All Skin Types Vegan Daily Skin Care 50ml, 1.69 fl.oz\\n1.69 Fl Oz (Pack of 1)\", \"asin\": \"B0DWXHG9L8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Clear Face Sunscreen Lotion for Acne-Prone Skin, Broad Spectrum SPF 50 Facial Sunscreen for Oily Skin, Oil-, Fragrance- & Oxybenzone-Free Water Resistant Sunscreen, 3 fl. oz\\n3 Fl Oz (Pack of 1)\", \"asin\": \"B08L88LZ4V\", \"price\": \"$12.18\", \"quantity\": \"\"},\n{\"title\": \"EltaMD UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B00J5KDCO2\", \"price\": \"$42.00\", \"quantity\": \"\"},\n{\"title\": \"ISDIN Eryfotona Ageless Sunscreen Zinc Oxide and 100% Mineral Tinted Sunscreen SPF 50+\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B0CV85FYPJ\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Protect + Hydrate Sunscreen Moisturizing Face Lotion with Broad Spectrum SPF 60 and Prebiotic Oat, Paraben, Phthalate, Oxybenzone and Oil Free Sunscreen for Sensitive Skin, 2.0 FL OZ\\n2 Fl Oz (Pack of 1)\", \"asin\": \"B08L8C6XCY\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"PURITO Sun Day Adventure Korean Sunscreen Smoothest and Lightest Texture Broad Spectrum SPF 50 UVA & UVB Protection No White Cast Oil Free For All Skin Types Vegan Daily Skin Care 50ml, 1.69 fl.oz\\n1.69 Fl Oz (Pack of 1)\", \"asin\": \"B0DWXHG9L8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Clear Face Sunscreen Lotion for Acne-Prone Skin, Broad Spectrum SPF 50 Facial Sunscreen for Oily Skin, Oil-, Fragrance- & Oxybenzone-Free Water Resistant Sunscreen, 3 fl. oz\\n3 Fl Oz (Pack of 1)\", \"asin\": \"B08L88LZ4V\", \"price\": \"$12.18\", \"quantity\": \"\"},\n{\"title\": \"EltaMD UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B00J5KDCO2\", \"price\": \"$42.00\", \"quantity\": \"\"},\n{\"title\": \"ISDIN Eryfotona Ageless Sunscreen Zinc Oxide and 100% Mineral Tinted Sunscreen SPF 50+\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B0CV85FYPJ\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B09MV3MHJD\", \"price\": \"$14.88\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Paula's Choice RESIST Daily Hydrating Fluid Face Moisturizer SPF 50, UVA & UVB Protection, Chamomile & Vitamin E, Lightweight Sunscreen for Oily Skin, Fragrance-Free.\\\" Rated 4.5 out of 5 stars by 1745 reviews. Eligible for Prime.\", \"asin\": \"B00NGGFLTU\"},\n{\"title\": \"Go to detail page for \\\"Paula's Choice RESIST Super-Light Daily Wrinkle Defense SPF 30 Matte Tinted Face Moisturizer, UVA & UVB Protection, Mineral Sunscreen for Oily Skin, Fragrance-Free & Paraben-Free.\\\" Rated 4.4 out of 5 stars by 4121 reviews. Eligible for Prime.\", \"asin\": \"B00EYVRX0Q\"}],\n\"search_results\": [{\"title\": \"Anthelios Tinted Sunscreen SPF 40+, Broad Spectrum SPF + Antioxidants, Titanium Dioxide & Zinc Oxide Sunscreen, 4 Flexible Shades With No White Cast, Oil Free & Oxybenzone Free\", \"asin\": \"B007U54P36\", \"price\": \"$37.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Clear Face Sunscreen Lotion for Acne-Prone Skin, Broad Spectrum SPF 50 Facial Sunscreen for Oily Skin, Oil-, Fragrance- & Oxybenzone-Free Water Resistant Sunscreen, 3 fl. oz\", \"asin\": \"B08L88LZ4V\", \"price\": \"$12.18\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"price\": \"$10.68\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\", \"asin\": \"B09MV3MHJD\", \"price\": \"$14.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sun Day Adventure Korean Sunscreen Smoothest and Lightest Texture Broad Spectrum SPF 50 UVA & UVB Protection No White Cast Oil Free For All Skin Types Vegan Daily Skin Care 50ml, 1.69 fl.oz\", \"asin\": \"B0DWXHG9L8\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01NCWV3KM\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Anthelios Melt-In Milk Sunscreen SPF 60, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, Lightweight & Fast Absorbing, Oxybenzone Free\", \"asin\": \"B002CML1VG\", \"price\": \"$37.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Anthelios Clear Skin Sunscreen Dry Touch SPF 60, Oil Free Sunscreen For Face, Oil Absorbing, Broad Spectrum SPF + Antioxidants, Non-Greasy, Oxybenzone Free, Travel Size\", \"asin\": \"B01A0NT3D6\", \"price\": \"$17.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free\", \"asin\": \"B07YGVSGMW\", \"price\": \"$24.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Anthelios Light Fluid Facial Sunscreen SPF 60, Lightweight Sunscreen For Face, Fluid Texture, Broad Spectrum SPF + Antioxidants, Oil Free & Oxybenzone Free, Travel Size 1.7 Fl. Oz.\", \"asin\": \"B002CML1XE\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n{\"title\": \"Anthelios UV Correct Sunscreen Moisturizer SPF 70, Daily Anti-Aging Face Moisturizer with Sunscreen and Niacinamide to Even Skin Tone & Fine Lines, Sun Protection for Sensitive Skin\", \"asin\": \"B09NR1DMVT\", \"price\": \"$36.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin\", \"asin\": \"B00J5KDCO2\", \"price\": \"$42.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz\", \"asin\": \"B0DG2QN9XF\", \"price\": \"$14.88\", \"delivery\": \"FREE delivery Sat, Apr 26 for Prime members\"},\n{\"title\": \"Ultra Sheer Dry-Touch Sunscreen For Face & Body, SPF 45 Broad Spectrum UVA/UVB Protection, Lightweight Water Resistant & Non-Greasy, Travel Size Sunscreen, 3 fl. oz 2 pack\", \"asin\": \"B004D2DR0Q\", \"price\": \"$16.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Eryfotona Ageless Sunscreen Zinc Oxide and 100% Mineral Tinted Sunscreen SPF 50+\", \"asin\": \"B0CV85FYPJ\", \"price\": \"$50.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Anthelios Ultra-Light Sunscreen Spray Lotion SPF 60, Spray Sunscreen For Face & Body, Broad Spectrum SPF + Antioxidants, Oil Free, Alcohol Free, Water Resistant 80 Min., 5 Fl. Oz.\", \"asin\": \"B007EUSL5U\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Anthelios AOX Daily Antioxidant Serum with SPF, Face Moisturizer with Sunscreen and Vitamin C & E, Oil Free Face Sunscreen for Sensitive Skin, Moisturizing Sun Protection\", \"asin\": \"B00TBJWR0M\", \"price\": \"$42.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"La Roche Posay Anthelios UV Hydra Sunscreen SPF 50, Daily Hydrating Sunscreen for Face with Hyaluronic Acid and Vitamin E, Broad Spectrum Invisible SPF Protection, Anti Aging, Fragrance Free\", \"asin\": \"B0CM4JVK6H\", \"price\": \"$39.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Anthelios Mineral Sunscreen SPF 50 Gentle Lotion, Broad Spectrum SPF + Antioxidants, Face & Body Sunscreen, Titanium Dioxide & Zinc Oxide, Oxybenzone Free, Oil Free\", \"asin\": \"B07HF7VMXZ\", \"price\": \"$25.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Ultimate Sun Protector Lotion - Invisible Broad-Spectrum Sunscreen for Face & Body - Lightweight Formula - All Skin Types\", \"asin\": \"B0CV1XSJZ2\", \"price\": \"$25.00\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Vitamin E Vitalizing Face Sunscreen SPF 50, 1.69 fl oz, SPF Moisturizer, Lightweight under Makeup, Travel Essentials, Summer Essentials, Korean Skin Care, Korean Sunscreen for Face\", \"asin\": \"B09ZY7468X\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Beach Defense Sunscreen Stick SPF 50, 1.5 oz, Hands-Free Application, Oxybenzone Free Sunscreen for Face & Body, Water-Resistant Sun Protection, Travel Size\", \"asin\": \"B00HNSSV0S\", \"price\": \"$9.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Beach Defense Water Resistant Sunscreen Body Lotion with Broad Spectrum SPF 70, Oil-Free and Fast-Absorbing, 6.7 oz\", \"asin\": \"B00AEN4QZ8\", \"price\": \"$9.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Anthelios Kids Gentle Lotion Sunscreen SPF 50, Broad Spectrum SPF + Antioxidants, Sunscreen For Kids, Octinoxate & Oxybenzone-Free, Pediatrician Tested, Non Comedogenic, Oil Free\", \"asin\": \"B0BMDG8BHX\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce\", \"asin\": \"B07YLKXV11\", \"price\": \"$13.97\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mela B3 UV Daily Sunscreen, Face Moisturizer With SPF 30 + Anti-Aging Melasyl + 5% Niacinamide, Helps Correct & Protect From Sun Damage, Face Sunscreen With No White Cast, 40ML\", \"asin\": \"B0CPJGZ2RL\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Cicaplast Balm B5 UV SPF 50, Vitamin B5 + Shea Butter + Tribioma + Madecassoside + Zinc Oxide Sunscreen, Post Treatment Skin Protectant With SPF, Multi-Purpose Cream For Dry Skin\", \"asin\": \"B0CZM9MCMK\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Daily Tinted Fluid Sunscreen 12 Shades for Face Moisturizing Broad Spectrum SPF 40 Korean Skincare 50ml, 1.69 fl.oz #LN110\", \"asin\": \"B0DP5ZPRXC\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Unseen Sunscreen - SPF 40 - Invisible, Broad Spectrum Face Sunscreen + Makeup-Gripping Primer - Weightless, Scentless, Oil Free - For All Skin Types & Skin Tones - 1.7 fl oz\", \"asin\": \"B08CFVM1TT\", \"price\": \"$38.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Protect + Hydrate Sunscreen Moisturizing Face Lotion with Broad Spectrum SPF 60 and Prebiotic Oat, Paraben, Phthalate, Oxybenzone and Oil Free Sunscreen for Sensitive Skin, 2.0 FL OZ\", \"asin\": \"B08L8C6XCY\", \"price\": \"$14.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Anthelios Cooling Water Sunscreen Lotion, Water Based Sunscreen for Face & Body, Broad Spectrum SPF + Antioxidants, Fast Absorbing Water-Like Texture, Oil Free Sunscreen SPF 30\", \"asin\": \"B00I8NUF2O\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n{\"title\": \"La Roche Posay Anthelios UV Pro-Sport Sunscreen SPF 50, Daily Sunscreen for Body & Face with Vitamin B5 and Vitamin E, Broad Spectrum Invisible SPF Protection, Water Resistant, Non Greasy\", \"asin\": \"B0DLFRDD2Z\", \"price\": \"$30.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Anthelios Cooling Water Sunscreen Lotion, Water Based Sunscreen for Face & Body, Broad Spectrum SPF + Antioxidants, Fast Absorbing Water-Like Texture, Oil Free Sunscreen SPF 60\", \"asin\": \"B00TBJWP9K\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Anthelios 100% Mineral Sunscreen Moisturizer with Hyaluronic Acid, Broad Spectrum SPF 30 Face Sunscreen with Zinc Oxide & Titanium Dioxide, 1.7 fl. oz.\", \"asin\": \"B08Q5JP59X\", \"price\": \"$37.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"La Roche Posay Anthelios UV Clear Sunscreen SPF 50, Daily Sunscreen for Face with Azelaic Acid, Broad Spectrum Invisible SPF Protection for Acne and Rosacea Prone Skin\", \"asin\": \"B0DFJV3PPB\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"La Roche Posay Anthelios UV Tone Sunscreen SPF 50, Daily Sunscreen for Face with Niacinamide, Broad Spectrum Invisible SPF Protection for Discoloration and Uneven Skin\", \"asin\": \"B0DFJJSYD2\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Toleriane Purifying Foaming Facial Cleanser, Niacinamide + Ceramides + Prebiotic Thermal Water, Oil Free Face Wash For Oily Skin, Pore Cleanser Safe For Sensitive Skin, Soap Free\", \"asin\": \"B01N34XW93\", \"price\": \"$15.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Protect + Hydrate Moisturizing Body Sunscreen Lotion with Broad Spectrum SPF 60 & Prebiotic Oat, Weightless & Refreshing Feel, Paraben-Free, Oil-Free, Oxybenzone-Free, 3.0 fl. oz\", \"asin\": \"B08K9HFC31\", \"price\": \"$13.81\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Hyalu B5 Pure Hyaluronic Acid Serum for Face, Vitamin B5 + Hyaluronic Acid + Madecassoside, Hydrating Serum Visibly Plumps Skin, Sensitive Skin Safe, Anti Aging, Oil-Free\", \"asin\": \"B075VX4QVM\", \"price\": \"$37.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\", \"asin\": \"B09MV3MHJD\", \"price\": \"$14.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sun Day Adventure Korean Sunscreen Smoothest and Lightest Texture Broad Spectrum SPF 50 UVA & UVB Protection No White Cast Oil Free For All Skin Types Vegan Daily Skin Care 50ml, 1.69 fl.oz\", \"asin\": \"B0DWXHG9L8\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Toleriane Double Repair Matte Face Moisturizer, Daily Moisturizer For Oily Skin With Ceramide And Niacinamide For All Skin Tones, Oil Free, Non-Comedogenic\", \"asin\": \"B09N13T8TL\", \"price\": \"$23.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clear Face Sunscreen Lotion for Acne-Prone Skin, Broad Spectrum SPF 50 Facial Sunscreen for Oily Skin, Oil-, Fragrance- & Oxybenzone-Free Water Resistant Sunscreen, 3 fl. oz\", \"asin\": \"B08L88LZ4V\", \"price\": \"$12.18\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mela B3 Serum, Dark Spot Corrector With Anti-Aging Melasyl + 10% Niacinamide, Discoloration Correcting Serum for Sun Spots, Age Spots & Post-Acne Marks\", \"asin\": \"B0CM4B43DZ\", \"price\": \"$42.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Complete+ Face Moisturizer with Sunscreen SPF 40, For Sensitive Skin, Broad Spectrum Sun Protection, Fragrence-Free - No White Cast on All Tones, Nourishes Moisture Barrier - Ceramides, 6 Oz\", \"asin\": \"B0CPL24B5X\", \"price\": \"$19.94\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen\", \"asin\": \"B002MSN3QQ\", \"price\": \"$44.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Lipikar AP+ Triple Repair Moisturizing Cream | Face & Body Lotion For Dry Skin | Shea Butter & Niacinamide Moisturizer | Gentle Face & Body Cream For Dry, Rough & Sensitive Skin\", \"asin\": \"B0BVSVWCS8\", \"price\": \"$29.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Kids SPF 50 Brush On Mineral Sunscreen Powder, Reef-Friendly, Easy to Apply for Kids, Babies & Parents\", \"asin\": \"B0CGT9W5WX\", \"price\": \"$25.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Ultra Sheer Dry-Touch Sunscreen For Face & Body, SPF 45 Broad Spectrum UVA/UVB Protection, Lightweight Water Resistant & Non-Greasy, Travel Size Sunscreen, 3 fl. oz 2 pack\", \"asin\": \"B004D2DR0Q\", \"price\": \"$16.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Toleriane Dermallergo Ultra Soothing Repair Face Moisturizer for Sensitive Skin, Gentle Moisturizing Face Cream for Dry Skin, Packaging May Vary, Formerly Toleriane Ultra\", \"asin\": \"B004JKNYL4\", \"price\": \"$31.97\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"price\": \"$10.68\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"UV Daily SPF 40 Face Sunscreen Moisturizer with Zinc Oxide, Daily Face Moisturizer with SPF, Sunscreen, 1.7 oz Pump\", \"asin\": \"B00464EC1E\", \"price\": \"$40.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin\", \"asin\": \"B00J5KDCO2\", \"price\": \"$42.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Gift Sets, Double Repair Face Moisturizer & Purifying Foaming Cleanser, Tinted Mineral SPF 50 & Hydrating Gentle Cleanser, Medicated Gel Wash & Matte Moisturizer\", \"asin\": \"B0DMHCR4YR\", \"price\": \"$116.97\", \"delivery\": \"Delivery Wed, Apr 23\"},\n{\"title\": \"Daily Tinted Fluid Sunscreen 12 Shades for Face Moisturizing Broad Spectrum SPF 40 Korean Skincare 50ml, 1.69 fl.oz #LN110\", \"asin\": \"B0DP5ZPRXC\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Thermal Spring Water, Face Mist Hydrating Spray with Antioxidants to Hydrate and Soothe Skin, Facial Spray\", \"asin\": \"B000V3O732\", \"price\": \"$19.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"\\ud835\\udc36\\ud835\\udc52\\ud835\\udc5b\\ud835\\udc61\\ud835\\udc52\\ud835\\udc59\\ud835\\udc59\\u00e1 Sunscreen SPF 50, Hyalu Cica Water-Fit Sun Serum, Face Sun Screen Long-Lasting Protection, Cen-tella Madagascar Sunscreen, NO White Cast - Dry Oily Skincare (Blue 1)\", \"asin\": \"B0D44ZKMKD\", \"price\": \"$12.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"UV Clear Tinted Face Sunscreen, SPF 46 Oil- Free Tinted Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen, 1.7 oz Pump\", \"asin\": \"B00ZPWR0N8\", \"price\": \"$42.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Airy Sunstick Protection Bar Broad Spectrum SPF50+ 0.81 oz / 23 g (Semi- matte) | Korean Suncreen Stick Suncare Sunblock, No Whitecast, Protector Solar Barra, Water resistant\", \"asin\": \"B0C45CK57M\", \"price\": \"$18.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Unseen Sunscreen - SPF 40 - Invisible, Broad Spectrum Face Sunscreen + Makeup-Gripping Primer - Weightless, Scentless, Oil Free - For All Skin Types & Skin Tones - 1.7 fl oz\", \"asin\": \"B08CFVM1TT\", \"price\": \"$38.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"RESIST Daily Hydrating Fluid Face Moisturizer SPF 50, UVA & UVB Protection, Chamomile & Vitamin E, Lightweight Sunscreen for Oily Skin, Fragrance-Free\", \"asin\": \"B00NGGFLTU\", \"price\": \"$39.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Sun Tinted Sensitive Mineral Face Sunscreen Lotion SPF 35, Non-Comedogenic Mineral Sunscreen with Gentle Zinc Oxide Protection for Sensitive Skin, 1.7 Fl Oz Bottle\", \"asin\": \"B0BF3831F6\", \"price\": \"$15.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Waterfull Tone-Up Sunscreen Serum BROAD SPECTRUM SPF 50 + Korean Sunscreen for Face, All Skin Tones, Sweat Proof Formula (1.69 fl.oz.)\", \"asin\": \"B0DKJ3BX2F\", \"price\": \"$19.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T03:46:35.308Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T03:46:35.308Z
click
nav_bar
rule
train
2
2025-04-22T03:46:35.308Z
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": "2025-04-14T21:52:57.792Z", "action": "click_product", "action_argument": "B01L9SD3K0"} {"timestamp": "2025-04-14T21:55:17.173Z", "action": "click_product", "action_argument": "B0838SMXFZ"} <|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": "laroche-posay sunscreen"}], "cart_items": [{"title": "Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face", "asin": "B001P92FMG", "price": "$10.68", "quantity": "1"}, {"title": "CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce", "asin": "B07YLKXV11", "price": "$13.97", "quantity": "1"}, {"title": "Amazon Basics Adjustable Keyboard and Piano Stand, Heavy-Duty Double-X-Shape - For School Musical Program, Choir, & Recitals, Black", "asin": "B07Q16JDH5", "price": "$37.39", "quantity": "1"}, {"title": "Bonide Captain Jack's Insecticidal Super Soap, 32 oz Ready-to-Use Spray For Organic Gardening and Outdoor Plants", "asin": "B000HCNSWI", "price": "$9.97", "quantity": "1"}, {"title": "Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket", "asin": "B09B9Z26RZ", "price": "$29.99", "quantity": "1"}, {"title": "Mattress Protector Queen Waterproof Mattress Cover Queen Size Mattress Pad Cover Breathable Noiseless Deep Pocket Bed Cover for 6-18\" Mattress Pad - Soft Washable Vinyl Free", "asin": "B093R34XY6", "price": "$24.99", "quantity": "1"}, {"title": "Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)", "asin": "B07YBY374X", "price": "$4.49", "quantity": "1"}], "promotion_items": [{"title": "La Roche Posay Anthelios UV Pro-Sport Sunscreen SPF 50, Daily Sunscreen for Body & Face with Vitamin B5 and Vitamin E, Broad Spectrum Invisible SPF Protection, Water Resistant, Non Greasy\n6.76 Fl Oz (Pack of 1)", "asin": "B0DLFRDD2Z", "price": "$30.99", "quantity": ""}, {"title": "La Roche-Posay Anthelios UV Correct Sunscreen Moisturizer SPF 70, Daily Anti-Aging Face Moisturizer with Sunscreen and Niacinamide to Even Skin Tone & Fine Lines, Sun Protection for Sensitive Skin\n1.69 Fl Oz (Pack of 1)", "asin": "B09NR1DMVT", "price": "$36.99", "quantity": ""}, {"title": "La Roche Posay Anthelios UV Hydra Sunscreen SPF 50, Daily Hydrating Sunscreen for Face with Hyaluronic Acid and Vitamin E, Broad Spectrum Invisible SPF Protection, Anti Aging, Fragrance Free\n1.7 Fl Oz (Pack of 1)", "asin": "B0CM4JVK6H", "price": "$39.99", "quantity": ""}, {"title": "La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 60, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, Lightweight & Fast Absorbing, Oxybenzone Free\n3 Fl Oz (Pack of 1)", "asin": "B07HFHWNPH", "price": "$25.99", "quantity": ""}, {"title": "La Roche Posay Anthelios UV Tone Sunscreen SPF 50, Daily Sunscreen for Face with Niacinamide, Broad Spectrum Invisible SPF Protection for Discoloration and Uneven Skin\n1.7 Fl Oz (Pack of 1)", "asin": "B0DFJJSYD2", "price": "$39.99", "quantity": ""}, {"title": "", "asin": "B0CZP757GC", "price": "", "quantity": ""}, {"title": "", "asin": "B0DFJV3PPB", "price": "", "quantity": ""}, {"title": "PURITO Sun Day Adventure Korean Sunscreen Smoothest and Lightest Texture Broad Spectrum SPF 50 UVA & UVB Protection No White Cast Oil Free For All Skin Types Vegan Daily Skin Care 50ml, 1.69 fl.oz\n1.69 Fl Oz (Pack of 1)", "asin": "B0DWXHG9L8", "price": "$15.99", "quantity": ""}, {"title": "Neutrogena Clear Face Sunscreen Lotion for Acne-Prone Skin, Broad Spectrum SPF 50 Facial Sunscreen for Oily Skin, Oil-, Fragrance- & Oxybenzone-Free Water Resistant Sunscreen, 3 fl. oz\n3 Fl Oz (Pack of 1)", "asin": "B08L88LZ4V", "price": "$12.18", "quantity": ""}, {"title": "EltaMD UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin\n1.7 Ounce (Pack of 1)", "asin": "B00J5KDCO2", "price": "$42.00", "quantity": ""}, {"title": "ISDIN Eryfotona Ageless Sunscreen Zinc Oxide and 100% Mineral Tinted Sunscreen SPF 50+\n1.7 Fl Oz (Pack of 1)", "asin": "B0CV85FYPJ", "price": "$50.00", "quantity": ""}, {"title": "Aveeno Protect + Hydrate Sunscreen Moisturizing Face Lotion with Broad Spectrum SPF 60 and Prebiotic Oat, Paraben, Phthalate, Oxybenzone and Oil Free Sunscreen for Sensitive Skin, 2.0 FL OZ\n2 Fl Oz (Pack of 1)", "asin": "B08L8C6XCY", "price": "$14.49", "quantity": ""}, {"title": "PURITO Sun Day Adventure Korean Sunscreen Smoothest and Lightest Texture Broad Spectrum SPF 50 UVA & UVB Protection No White Cast Oil Free For All Skin Types Vegan Daily Skin Care 50ml, 1.69 fl.oz\n1.69 Fl Oz (Pack of 1)", "asin": "B0DWXHG9L8", "price": "$15.99", "quantity": ""}, {"title": "Neutrogena Clear Face Sunscreen Lotion for Acne-Prone Skin, Broad Spectrum SPF 50 Facial Sunscreen for Oily Skin, Oil-, Fragrance- & Oxybenzone-Free Water Resistant Sunscreen, 3 fl. oz\n3 Fl Oz (Pack of 1)", "asin": "B08L88LZ4V", "price": "$12.18", "quantity": ""}, {"title": "EltaMD UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin\n1.7 Ounce (Pack of 1)", "asin": "B00J5KDCO2", "price": "$42.00", "quantity": ""}, {"title": "ISDIN Eryfotona Ageless Sunscreen Zinc Oxide and 100% Mineral Tinted Sunscreen SPF 50+\n1.7 Fl Oz (Pack of 1)", "asin": "B0CV85FYPJ", "price": "$50.00", "quantity": ""}, {"title": "Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\n1.7 Fl Oz (Pack of 1)", "asin": "B09MV3MHJD", "price": "$14.88", "quantity": ""}], "ads": [{"title": "Go to detail page for \"Paula's Choice RESIST Daily Hydrating Fluid Face Moisturizer SPF 50, UVA & UVB Protection, Chamomile & Vitamin E, Lightweight Sunscreen for Oily Skin, Fragrance-Free.\" Rated 4.5 out of 5 stars by 1745 reviews. Eligible for Prime.", "asin": "B00NGGFLTU"}, {"title": "Go to detail page for \"Paula's Choice RESIST Super-Light Daily Wrinkle Defense SPF 30 Matte Tinted Face Moisturizer, UVA & UVB Protection, Mineral Sunscreen for Oily Skin, Fragrance-Free & Paraben-Free.\" Rated 4.4 out of 5 stars by 4121 reviews. Eligible for Prime.", "asin": "B00EYVRX0Q"}], "search_results": [{"title": "Anthelios Tinted Sunscreen SPF 40+, Broad Spectrum SPF + Antioxidants, Titanium Dioxide & Zinc Oxide Sunscreen, 4 Flexible Shades With No White Cast, Oil Free & Oxybenzone Free", "asin": "B007U54P36", "price": "$37.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Clear Face Sunscreen Lotion for Acne-Prone Skin, Broad Spectrum SPF 50 Facial Sunscreen for Oily Skin, Oil-, Fragrance- & Oxybenzone-Free Water Resistant Sunscreen, 3 fl. oz", "asin": "B08L88LZ4V", "price": "$12.18", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face", "asin": "B001P92FMG", "price": "$10.68", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz", "asin": "B09MV3MHJD", "price": "$14.88", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Sun Day Adventure Korean Sunscreen Smoothest and Lightest Texture Broad Spectrum SPF 50 UVA & UVB Protection No White Cast Oil Free For All Skin Types Vegan Daily Skin Care 50ml, 1.69 fl.oz", "asin": "B0DWXHG9L8", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 23"}, {"title": "Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free", "asin": "B01NCWV3KM", "price": "$21.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Anthelios Melt-In Milk Sunscreen SPF 60, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, Lightweight & Fast Absorbing, Oxybenzone Free", "asin": "B002CML1VG", "price": "$37.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Anthelios Clear Skin Sunscreen Dry Touch SPF 60, Oil Free Sunscreen For Face, Oil Absorbing, Broad Spectrum SPF + Antioxidants, Non-Greasy, Oxybenzone Free, Travel Size", "asin": "B01A0NT3D6", "price": "$17.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free", "asin": "B07YGVSGMW", "price": "$24.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Anthelios Light Fluid Facial Sunscreen SPF 60, Lightweight Sunscreen For Face, Fluid Texture, Broad Spectrum SPF + Antioxidants, Oil Free & Oxybenzone Free, Travel Size 1.7 Fl. Oz.", "asin": "B002CML1XE", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 for Prime members"}, {"title": "Anthelios UV Correct Sunscreen Moisturizer SPF 70, Daily Anti-Aging Face Moisturizer with Sunscreen and Niacinamide to Even Skin Tone & Fine Lines, Sun Protection for Sensitive Skin", "asin": "B09NR1DMVT", "price": "$36.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin", "asin": "B00J5KDCO2", "price": "$42.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz", "asin": "B0DG2QN9XF", "price": "$14.88", "delivery": "FREE delivery Sat, Apr 26 for Prime members"}, {"title": "Ultra Sheer Dry-Touch Sunscreen For Face & Body, SPF 45 Broad Spectrum UVA/UVB Protection, Lightweight Water Resistant & Non-Greasy, Travel Size Sunscreen, 3 fl. oz 2 pack", "asin": "B004D2DR0Q", "price": "$16.98", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Eryfotona Ageless Sunscreen Zinc Oxide and 100% Mineral Tinted Sunscreen SPF 50+", "asin": "B0CV85FYPJ", "price": "$50.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Anthelios Ultra-Light Sunscreen Spray Lotion SPF 60, Spray Sunscreen For Face & Body, Broad Spectrum SPF + Antioxidants, Oil Free, Alcohol Free, Water Resistant 80 Min., 5 Fl. Oz.", "asin": "B007EUSL5U", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 23"}, {"title": "Anthelios AOX Daily Antioxidant Serum with SPF, Face Moisturizer with Sunscreen and Vitamin C & E, Oil Free Face Sunscreen for Sensitive Skin, Moisturizing Sun Protection", "asin": "B00TBJWR0M", "price": "$42.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "La Roche Posay Anthelios UV Hydra Sunscreen SPF 50, Daily Hydrating Sunscreen for Face with Hyaluronic Acid and Vitamin E, Broad Spectrum Invisible SPF Protection, Anti Aging, Fragrance Free", "asin": "B0CM4JVK6H", "price": "$39.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Anthelios Mineral Sunscreen SPF 50 Gentle Lotion, Broad Spectrum SPF + Antioxidants, Face & Body Sunscreen, Titanium Dioxide & Zinc Oxide, Oxybenzone Free, Oil Free", "asin": "B07HF7VMXZ", "price": "$25.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Ultimate Sun Protector Lotion - Invisible Broad-Spectrum Sunscreen for Face & Body - Lightweight Formula - All Skin Types", "asin": "B0CV1XSJZ2", "price": "$25.00", "delivery": "FREE delivery Thu, Apr 24"}, {"title": "Vitamin E Vitalizing Face Sunscreen SPF 50, 1.69 fl oz, SPF Moisturizer, Lightweight under Makeup, Travel Essentials, Summer Essentials, Korean Skin Care, Korean Sunscreen for Face", "asin": "B09ZY7468X", "price": "$20.99", "delivery": " Two-Day FREE delivery Wed, Apr 23"}, {"title": "Beach Defense Sunscreen Stick SPF 50, 1.5 oz, Hands-Free Application, Oxybenzone Free Sunscreen for Face & Body, Water-Resistant Sun Protection, Travel Size", "asin": "B00HNSSV0S", "price": "$9.88", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Beach Defense Water Resistant Sunscreen Body Lotion with Broad Spectrum SPF 70, Oil-Free and Fast-Absorbing, 6.7 oz", "asin": "B00AEN4QZ8", "price": "$9.88", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Anthelios Kids Gentle Lotion Sunscreen SPF 50, Broad Spectrum SPF + Antioxidants, Sunscreen For Kids, Octinoxate & Oxybenzone-Free, Pediatrician Tested, Non Comedogenic, Oil Free", "asin": "B0BMDG8BHX", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce", "asin": "B07YLKXV11", "price": "$13.97", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Mela B3 UV Daily Sunscreen, Face Moisturizer With SPF 30 + Anti-Aging Melasyl + 5% Niacinamide, Helps Correct & Protect From Sun Damage, Face Sunscreen With No White Cast, 40ML", "asin": "B0CPJGZ2RL", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Cicaplast Balm B5 UV SPF 50, Vitamin B5 + Shea Butter + Tribioma + Madecassoside + Zinc Oxide Sunscreen, Post Treatment Skin Protectant With SPF, Multi-Purpose Cream For Dry Skin", "asin": "B0CZM9MCMK", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 23"}, {"title": "Daily Tinted Fluid Sunscreen 12 Shades for Face Moisturizing Broad Spectrum SPF 40 Korean Skincare 50ml, 1.69 fl.oz #LN110", "asin": "B0DP5ZPRXC", "price": "$20.00", "delivery": " Two-Day FREE delivery Wed, Apr 23"}, {"title": "Unseen Sunscreen - SPF 40 - Invisible, Broad Spectrum Face Sunscreen + Makeup-Gripping Primer - Weightless, Scentless, Oil Free - For All Skin Types & Skin Tones - 1.7 fl oz", "asin": "B08CFVM1TT", "price": "$38.00", "delivery": " Two-Day FREE delivery Wed, Apr 23"}, {"title": "Protect + Hydrate Sunscreen Moisturizing Face Lotion with Broad Spectrum SPF 60 and Prebiotic Oat, Paraben, Phthalate, Oxybenzone and Oil Free Sunscreen for Sensitive Skin, 2.0 FL OZ", "asin": "B08L8C6XCY", "price": "$14.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Anthelios Cooling Water Sunscreen Lotion, Water Based Sunscreen for Face & Body, Broad Spectrum SPF + Antioxidants, Fast Absorbing Water-Like Texture, Oil Free Sunscreen SPF 30", "asin": "B00I8NUF2O", "price": "$37.99", "delivery": "FREE delivery Fri, Apr 25 for Prime members"}, {"title": "La Roche Posay Anthelios UV Pro-Sport Sunscreen SPF 50, Daily Sunscreen for Body & Face with Vitamin B5 and Vitamin E, Broad Spectrum Invisible SPF Protection, Water Resistant, Non Greasy", "asin": "B0DLFRDD2Z", "price": "$30.99", "delivery": " Two-Day FREE delivery Wed, Apr 23"}, {"title": "Anthelios Cooling Water Sunscreen Lotion, Water Based Sunscreen for Face & Body, Broad Spectrum SPF + Antioxidants, Fast Absorbing Water-Like Texture, Oil Free Sunscreen SPF 60", "asin": "B00TBJWP9K", "price": "$37.99", "delivery": "FREE delivery Thu, Apr 24"}, {"title": "Anthelios 100% Mineral Sunscreen Moisturizer with Hyaluronic Acid, Broad Spectrum SPF 30 Face Sunscreen with Zinc Oxide & Titanium Dioxide, 1.7 fl. oz.", "asin": "B08Q5JP59X", "price": "$37.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "La Roche Posay Anthelios UV Clear Sunscreen SPF 50, Daily Sunscreen for Face with Azelaic Acid, Broad Spectrum Invisible SPF Protection for Acne and Rosacea Prone Skin", "asin": "B0DFJV3PPB", "price": "$39.99", "delivery": " Two-Day FREE delivery Wed, Apr 23"}, {"title": "La Roche Posay Anthelios UV Tone Sunscreen SPF 50, Daily Sunscreen for Face with Niacinamide, Broad Spectrum Invisible SPF Protection for Discoloration and Uneven Skin", "asin": "B0DFJJSYD2", "price": "$39.99", "delivery": " Two-Day FREE delivery Wed, Apr 23"}, {"title": "Toleriane Purifying Foaming Facial Cleanser, Niacinamide + Ceramides + Prebiotic Thermal Water, Oil Free Face Wash For Oily Skin, Pore Cleanser Safe For Sensitive Skin, Soap Free", "asin": "B01N34XW93", "price": "$15.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Protect + Hydrate Moisturizing Body Sunscreen Lotion with Broad Spectrum SPF 60 & Prebiotic Oat, Weightless & Refreshing Feel, Paraben-Free, Oil-Free, Oxybenzone-Free, 3.0 fl. oz", "asin": "B08K9HFC31", "price": "$13.81", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Hyalu B5 Pure Hyaluronic Acid Serum for Face, Vitamin B5 + Hyaluronic Acid + Madecassoside, Hydrating Serum Visibly Plumps Skin, Sensitive Skin Safe, Anti Aging, Oil-Free", "asin": "B075VX4QVM", "price": "$37.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz", "asin": "B09MV3MHJD", "price": "$14.88", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Sun Day Adventure Korean Sunscreen Smoothest and Lightest Texture Broad Spectrum SPF 50 UVA & UVB Protection No White Cast Oil Free For All Skin Types Vegan Daily Skin Care 50ml, 1.69 fl.oz", "asin": "B0DWXHG9L8", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 23"}, {"title": "Toleriane Double Repair Matte Face Moisturizer, Daily Moisturizer For Oily Skin With Ceramide And Niacinamide For All Skin Tones, Oil Free, Non-Comedogenic", "asin": "B09N13T8TL", "price": "$23.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Clear Face Sunscreen Lotion for Acne-Prone Skin, Broad Spectrum SPF 50 Facial Sunscreen for Oily Skin, Oil-, Fragrance- & Oxybenzone-Free Water Resistant Sunscreen, 3 fl. oz", "asin": "B08L88LZ4V", "price": "$12.18", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Mela B3 Serum, Dark Spot Corrector With Anti-Aging Melasyl + 10% Niacinamide, Discoloration Correcting Serum for Sun Spots, Age Spots & Post-Acne Marks", "asin": "B0CM4B43DZ", "price": "$42.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Complete+ Face Moisturizer with Sunscreen SPF 40, For Sensitive Skin, Broad Spectrum Sun Protection, Fragrence-Free - No White Cast on All Tones, Nourishes Moisture Barrier - Ceramides, 6 Oz", "asin": "B0CPL24B5X", "price": "$19.94", "delivery": " Two-Day FREE delivery Wed, Apr 23"}, {"title": "UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen", "asin": "B002MSN3QQ", "price": "$44.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Lipikar AP+ Triple Repair Moisturizing Cream | Face & Body Lotion For Dry Skin | Shea Butter & Niacinamide Moisturizer | Gentle Face & Body Cream For Dry, Rough & Sensitive Skin", "asin": "B0BVSVWCS8", "price": "$29.98", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Kids SPF 50 Brush On Mineral Sunscreen Powder, Reef-Friendly, Easy to Apply for Kids, Babies & Parents", "asin": "B0CGT9W5WX", "price": "$25.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Ultra Sheer Dry-Touch Sunscreen For Face & Body, SPF 45 Broad Spectrum UVA/UVB Protection, Lightweight Water Resistant & Non-Greasy, Travel Size Sunscreen, 3 fl. oz 2 pack", "asin": "B004D2DR0Q", "price": "$16.98", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Toleriane Dermallergo Ultra Soothing Repair Face Moisturizer for Sensitive Skin, Gentle Moisturizing Face Cream for Dry Skin, Packaging May Vary, Formerly Toleriane Ultra", "asin": "B004JKNYL4", "price": "$31.97", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face", "asin": "B001P92FMG", "price": "$10.68", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "UV Daily SPF 40 Face Sunscreen Moisturizer with Zinc Oxide, Daily Face Moisturizer with SPF, Sunscreen, 1.7 oz Pump", "asin": "B00464EC1E", "price": "$40.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin", "asin": "B00J5KDCO2", "price": "$42.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Gift Sets, Double Repair Face Moisturizer & Purifying Foaming Cleanser, Tinted Mineral SPF 50 & Hydrating Gentle Cleanser, Medicated Gel Wash & Matte Moisturizer", "asin": "B0DMHCR4YR", "price": "$116.97", "delivery": "Delivery Wed, Apr 23"}, {"title": "Daily Tinted Fluid Sunscreen 12 Shades for Face Moisturizing Broad Spectrum SPF 40 Korean Skincare 50ml, 1.69 fl.oz #LN110", "asin": "B0DP5ZPRXC", "price": "$20.00", "delivery": " Two-Day FREE delivery Wed, Apr 23"}, {"title": "Thermal Spring Water, Face Mist Hydrating Spray with Antioxidants to Hydrate and Soothe Skin, Facial Spray", "asin": "B000V3O732", "price": "$19.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "\ud835\udc36\ud835\udc52\ud835\udc5b\ud835\udc61\ud835\udc52\ud835\udc59\ud835\udc59\u00e1 Sunscreen SPF 50, Hyalu Cica Water-Fit Sun Serum, Face Sun Screen Long-Lasting Protection, Cen-tella Madagascar Sunscreen, NO White Cast - Dry Oily Skincare (Blue 1)", "asin": "B0D44ZKMKD", "price": "$12.49", "delivery": " Two-Day FREE delivery Wed, Apr 23"}, {"title": "UV Clear Tinted Face Sunscreen, SPF 46 Oil- Free Tinted Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen, 1.7 oz Pump", "asin": "B00ZPWR0N8", "price": "$42.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Airy Sunstick Protection Bar Broad Spectrum SPF50+ 0.81 oz / 23 g (Semi- matte) | Korean Suncreen Stick Suncare Sunblock, No Whitecast, Protector Solar Barra, Water resistant", "asin": "B0C45CK57M", "price": "$18.79", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Unseen Sunscreen - SPF 40 - Invisible, Broad Spectrum Face Sunscreen + Makeup-Gripping Primer - Weightless, Scentless, Oil Free - For All Skin Types & Skin Tones - 1.7 fl oz", "asin": "B08CFVM1TT", "price": "$38.00", "delivery": " Two-Day FREE delivery Wed, Apr 23"}, {"title": "RESIST Daily Hydrating Fluid Face Moisturizer SPF 50, UVA & UVB Protection, Chamomile & Vitamin E, Lightweight Sunscreen for Oily Skin, Fragrance-Free", "asin": "B00NGGFLTU", "price": "$39.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Sun Tinted Sensitive Mineral Face Sunscreen Lotion SPF 35, Non-Comedogenic Mineral Sunscreen with Gentle Zinc Oxide Protection for Sensitive Skin, 1.7 Fl Oz Bottle", "asin": "B0BF3831F6", "price": "$15.98", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Waterfull Tone-Up Sunscreen Serum BROAD SPECTRUM SPF 50 + Korean Sunscreen for Face, All Skin Tones, Sweat Proof Formula (1.69 fl.oz.)", "asin": "B0DKJ3BX2F", "price": "$19.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T03:46:35.308Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-22T03:46:35.308Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-22T03:46:35.308Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "index": 2, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T21:52:57.792Z\", \"action\": \"click_product\", \"action_argument\": \"B01L9SD3K0\"}\n{\"timestamp\": \"2025-04-14T21:55:17.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0838SMXFZ\"}\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\": \"laroche-posay sunscreen\"}],\n\"cart_items\": [{\"title\": \"Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"price\": \"$10.68\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce\", \"asin\": \"B07YLKXV11\", \"price\": \"$13.97\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Adjustable Keyboard and Piano Stand, Heavy-Duty Double-X-Shape - For School Musical Program, Choir, & Recitals, Black\", \"asin\": \"B07Q16JDH5\", \"price\": \"$37.39\", \"quantity\": \"1\"},\n{\"title\": \"Bonide Captain Jack's Insecticidal Super Soap, 32 oz Ready-to-Use Spray For Organic Gardening and Outdoor Plants\", \"asin\": \"B000HCNSWI\", \"price\": \"$9.97\", \"quantity\": \"1\"},\n{\"title\": \"Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket\", \"asin\": \"B09B9Z26RZ\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"Mattress Protector Queen Waterproof Mattress Cover Queen Size Mattress Pad Cover Breathable Noiseless Deep Pocket Bed Cover for 6-18\\\" Mattress Pad - Soft Washable Vinyl Free\", \"asin\": \"B093R34XY6\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)\", \"asin\": \"B07YBY374X\", \"price\": \"$4.49\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"La Roche Posay Anthelios UV Pro-Sport Sunscreen SPF 50, Daily Sunscreen for Body & Face with Vitamin B5 and Vitamin E, Broad Spectrum Invisible SPF Protection, Water Resistant, Non Greasy\\n6.76 Fl Oz (Pack of 1)\", \"asin\": \"B0DLFRDD2Z\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Anthelios UV Correct Sunscreen Moisturizer SPF 70, Daily Anti-Aging Face Moisturizer with Sunscreen and Niacinamide to Even Skin Tone & Fine Lines, Sun Protection for Sensitive Skin\\n1.69 Fl Oz (Pack of 1)\", \"asin\": \"B09NR1DMVT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"La Roche Posay Anthelios UV Hydra Sunscreen SPF 50, Daily Hydrating Sunscreen for Face with Hyaluronic Acid and Vitamin E, Broad Spectrum Invisible SPF Protection, Anti Aging, Fragrance Free\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B0CM4JVK6H\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 60, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, Lightweight & Fast Absorbing, Oxybenzone Free\\n3 Fl Oz (Pack of 1)\", \"asin\": \"B07HFHWNPH\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"La Roche Posay Anthelios UV Tone Sunscreen SPF 50, Daily Sunscreen for Face with Niacinamide, Broad Spectrum Invisible SPF Protection for Discoloration and Uneven Skin\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B0DFJJSYD2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CZP757GC\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DFJV3PPB\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PURITO Sun Day Adventure Korean Sunscreen Smoothest and Lightest Texture Broad Spectrum SPF 50 UVA & UVB Protection No White Cast Oil Free For All Skin Types Vegan Daily Skin Care 50ml, 1.69 fl.oz\\n1.69 Fl Oz (Pack of 1)\", \"asin\": \"B0DWXHG9L8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Clear Face Sunscreen Lotion for Acne-Prone Skin, Broad Spectrum SPF 50 Facial Sunscreen for Oily Skin, Oil-, Fragrance- & Oxybenzone-Free Water Resistant Sunscreen, 3 fl. oz\\n3 Fl Oz (Pack of 1)\", \"asin\": \"B08L88LZ4V\", \"price\": \"$12.18\", \"quantity\": \"\"},\n{\"title\": \"EltaMD UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B00J5KDCO2\", \"price\": \"$42.00\", \"quantity\": \"\"},\n{\"title\": \"ISDIN Eryfotona Ageless Sunscreen Zinc Oxide and 100% Mineral Tinted Sunscreen SPF 50+\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B0CV85FYPJ\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Protect + Hydrate Sunscreen Moisturizing Face Lotion with Broad Spectrum SPF 60 and Prebiotic Oat, Paraben, Phthalate, Oxybenzone and Oil Free Sunscreen for Sensitive Skin, 2.0 FL OZ\\n2 Fl Oz (Pack of 1)\", \"asin\": \"B08L8C6XCY\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"PURITO Sun Day Adventure Korean Sunscreen Smoothest and Lightest Texture Broad Spectrum SPF 50 UVA & UVB Protection No White Cast Oil Free For All Skin Types Vegan Daily Skin Care 50ml, 1.69 fl.oz\\n1.69 Fl Oz (Pack of 1)\", \"asin\": \"B0DWXHG9L8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Clear Face Sunscreen Lotion for Acne-Prone Skin, Broad Spectrum SPF 50 Facial Sunscreen for Oily Skin, Oil-, Fragrance- & Oxybenzone-Free Water Resistant Sunscreen, 3 fl. oz\\n3 Fl Oz (Pack of 1)\", \"asin\": \"B08L88LZ4V\", \"price\": \"$12.18\", \"quantity\": \"\"},\n{\"title\": \"EltaMD UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B00J5KDCO2\", \"price\": \"$42.00\", \"quantity\": \"\"},\n{\"title\": \"ISDIN Eryfotona Ageless Sunscreen Zinc Oxide and 100% Mineral Tinted Sunscreen SPF 50+\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B0CV85FYPJ\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B09MV3MHJD\", \"price\": \"$14.88\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Paula's Choice RESIST Daily Hydrating Fluid Face Moisturizer SPF 50, UVA & UVB Protection, Chamomile & Vitamin E, Lightweight Sunscreen for Oily Skin, Fragrance-Free.\\\" Rated 4.5 out of 5 stars by 1745 reviews. Eligible for Prime.\", \"asin\": \"B00NGGFLTU\"},\n{\"title\": \"Go to detail page for \\\"Paula's Choice RESIST Super-Light Daily Wrinkle Defense SPF 30 Matte Tinted Face Moisturizer, UVA & UVB Protection, Mineral Sunscreen for Oily Skin, Fragrance-Free & Paraben-Free.\\\" Rated 4.4 out of 5 stars by 4121 reviews. Eligible for Prime.\", \"asin\": \"B00EYVRX0Q\"}],\n\"search_results\": [{\"title\": \"Anthelios Tinted Sunscreen SPF 40+, Broad Spectrum SPF + Antioxidants, Titanium Dioxide & Zinc Oxide Sunscreen, 4 Flexible Shades With No White Cast, Oil Free & Oxybenzone Free\", \"asin\": \"B007U54P36\", \"price\": \"$37.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Clear Face Sunscreen Lotion for Acne-Prone Skin, Broad Spectrum SPF 50 Facial Sunscreen for Oily Skin, Oil-, Fragrance- & Oxybenzone-Free Water Resistant Sunscreen, 3 fl. oz\", \"asin\": \"B08L88LZ4V\", \"price\": \"$12.18\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"price\": \"$10.68\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\", \"asin\": \"B09MV3MHJD\", \"price\": \"$14.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sun Day Adventure Korean Sunscreen Smoothest and Lightest Texture Broad Spectrum SPF 50 UVA & UVB Protection No White Cast Oil Free For All Skin Types Vegan Daily Skin Care 50ml, 1.69 fl.oz\", \"asin\": \"B0DWXHG9L8\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01NCWV3KM\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Anthelios Melt-In Milk Sunscreen SPF 60, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, Lightweight & Fast Absorbing, Oxybenzone Free\", \"asin\": \"B002CML1VG\", \"price\": \"$37.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Anthelios Clear Skin Sunscreen Dry Touch SPF 60, Oil Free Sunscreen For Face, Oil Absorbing, Broad Spectrum SPF + Antioxidants, Non-Greasy, Oxybenzone Free, Travel Size\", \"asin\": \"B01A0NT3D6\", \"price\": \"$17.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free\", \"asin\": \"B07YGVSGMW\", \"price\": \"$24.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Anthelios Light Fluid Facial Sunscreen SPF 60, Lightweight Sunscreen For Face, Fluid Texture, Broad Spectrum SPF + Antioxidants, Oil Free & Oxybenzone Free, Travel Size 1.7 Fl. Oz.\", \"asin\": \"B002CML1XE\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n{\"title\": \"Anthelios UV Correct Sunscreen Moisturizer SPF 70, Daily Anti-Aging Face Moisturizer with Sunscreen and Niacinamide to Even Skin Tone & Fine Lines, Sun Protection for Sensitive Skin\", \"asin\": \"B09NR1DMVT\", \"price\": \"$36.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin\", \"asin\": \"B00J5KDCO2\", \"price\": \"$42.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz\", \"asin\": \"B0DG2QN9XF\", \"price\": \"$14.88\", \"delivery\": \"FREE delivery Sat, Apr 26 for Prime members\"},\n{\"title\": \"Ultra Sheer Dry-Touch Sunscreen For Face & Body, SPF 45 Broad Spectrum UVA/UVB Protection, Lightweight Water Resistant & Non-Greasy, Travel Size Sunscreen, 3 fl. oz 2 pack\", \"asin\": \"B004D2DR0Q\", \"price\": \"$16.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Eryfotona Ageless Sunscreen Zinc Oxide and 100% Mineral Tinted Sunscreen SPF 50+\", \"asin\": \"B0CV85FYPJ\", \"price\": \"$50.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Anthelios Ultra-Light Sunscreen Spray Lotion SPF 60, Spray Sunscreen For Face & Body, Broad Spectrum SPF + Antioxidants, Oil Free, Alcohol Free, Water Resistant 80 Min., 5 Fl. Oz.\", \"asin\": \"B007EUSL5U\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Anthelios AOX Daily Antioxidant Serum with SPF, Face Moisturizer with Sunscreen and Vitamin C & E, Oil Free Face Sunscreen for Sensitive Skin, Moisturizing Sun Protection\", \"asin\": \"B00TBJWR0M\", \"price\": \"$42.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"La Roche Posay Anthelios UV Hydra Sunscreen SPF 50, Daily Hydrating Sunscreen for Face with Hyaluronic Acid and Vitamin E, Broad Spectrum Invisible SPF Protection, Anti Aging, Fragrance Free\", \"asin\": \"B0CM4JVK6H\", \"price\": \"$39.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Anthelios Mineral Sunscreen SPF 50 Gentle Lotion, Broad Spectrum SPF + Antioxidants, Face & Body Sunscreen, Titanium Dioxide & Zinc Oxide, Oxybenzone Free, Oil Free\", \"asin\": \"B07HF7VMXZ\", \"price\": \"$25.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Ultimate Sun Protector Lotion - Invisible Broad-Spectrum Sunscreen for Face & Body - Lightweight Formula - All Skin Types\", \"asin\": \"B0CV1XSJZ2\", \"price\": \"$25.00\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Vitamin E Vitalizing Face Sunscreen SPF 50, 1.69 fl oz, SPF Moisturizer, Lightweight under Makeup, Travel Essentials, Summer Essentials, Korean Skin Care, Korean Sunscreen for Face\", \"asin\": \"B09ZY7468X\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Beach Defense Sunscreen Stick SPF 50, 1.5 oz, Hands-Free Application, Oxybenzone Free Sunscreen for Face & Body, Water-Resistant Sun Protection, Travel Size\", \"asin\": \"B00HNSSV0S\", \"price\": \"$9.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Beach Defense Water Resistant Sunscreen Body Lotion with Broad Spectrum SPF 70, Oil-Free and Fast-Absorbing, 6.7 oz\", \"asin\": \"B00AEN4QZ8\", \"price\": \"$9.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Anthelios Kids Gentle Lotion Sunscreen SPF 50, Broad Spectrum SPF + Antioxidants, Sunscreen For Kids, Octinoxate & Oxybenzone-Free, Pediatrician Tested, Non Comedogenic, Oil Free\", \"asin\": \"B0BMDG8BHX\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce\", \"asin\": \"B07YLKXV11\", \"price\": \"$13.97\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mela B3 UV Daily Sunscreen, Face Moisturizer With SPF 30 + Anti-Aging Melasyl + 5% Niacinamide, Helps Correct & Protect From Sun Damage, Face Sunscreen With No White Cast, 40ML\", \"asin\": \"B0CPJGZ2RL\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Cicaplast Balm B5 UV SPF 50, Vitamin B5 + Shea Butter + Tribioma + Madecassoside + Zinc Oxide Sunscreen, Post Treatment Skin Protectant With SPF, Multi-Purpose Cream For Dry Skin\", \"asin\": \"B0CZM9MCMK\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Daily Tinted Fluid Sunscreen 12 Shades for Face Moisturizing Broad Spectrum SPF 40 Korean Skincare 50ml, 1.69 fl.oz #LN110\", \"asin\": \"B0DP5ZPRXC\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Unseen Sunscreen - SPF 40 - Invisible, Broad Spectrum Face Sunscreen + Makeup-Gripping Primer - Weightless, Scentless, Oil Free - For All Skin Types & Skin Tones - 1.7 fl oz\", \"asin\": \"B08CFVM1TT\", \"price\": \"$38.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Protect + Hydrate Sunscreen Moisturizing Face Lotion with Broad Spectrum SPF 60 and Prebiotic Oat, Paraben, Phthalate, Oxybenzone and Oil Free Sunscreen for Sensitive Skin, 2.0 FL OZ\", \"asin\": \"B08L8C6XCY\", \"price\": \"$14.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Anthelios Cooling Water Sunscreen Lotion, Water Based Sunscreen for Face & Body, Broad Spectrum SPF + Antioxidants, Fast Absorbing Water-Like Texture, Oil Free Sunscreen SPF 30\", \"asin\": \"B00I8NUF2O\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n{\"title\": \"La Roche Posay Anthelios UV Pro-Sport Sunscreen SPF 50, Daily Sunscreen for Body & Face with Vitamin B5 and Vitamin E, Broad Spectrum Invisible SPF Protection, Water Resistant, Non Greasy\", \"asin\": \"B0DLFRDD2Z\", \"price\": \"$30.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Anthelios Cooling Water Sunscreen Lotion, Water Based Sunscreen for Face & Body, Broad Spectrum SPF + Antioxidants, Fast Absorbing Water-Like Texture, Oil Free Sunscreen SPF 60\", \"asin\": \"B00TBJWP9K\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Anthelios 100% Mineral Sunscreen Moisturizer with Hyaluronic Acid, Broad Spectrum SPF 30 Face Sunscreen with Zinc Oxide & Titanium Dioxide, 1.7 fl. oz.\", \"asin\": \"B08Q5JP59X\", \"price\": \"$37.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"La Roche Posay Anthelios UV Clear Sunscreen SPF 50, Daily Sunscreen for Face with Azelaic Acid, Broad Spectrum Invisible SPF Protection for Acne and Rosacea Prone Skin\", \"asin\": \"B0DFJV3PPB\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"La Roche Posay Anthelios UV Tone Sunscreen SPF 50, Daily Sunscreen for Face with Niacinamide, Broad Spectrum Invisible SPF Protection for Discoloration and Uneven Skin\", \"asin\": \"B0DFJJSYD2\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Toleriane Purifying Foaming Facial Cleanser, Niacinamide + Ceramides + Prebiotic Thermal Water, Oil Free Face Wash For Oily Skin, Pore Cleanser Safe For Sensitive Skin, Soap Free\", \"asin\": \"B01N34XW93\", \"price\": \"$15.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Protect + Hydrate Moisturizing Body Sunscreen Lotion with Broad Spectrum SPF 60 & Prebiotic Oat, Weightless & Refreshing Feel, Paraben-Free, Oil-Free, Oxybenzone-Free, 3.0 fl. oz\", \"asin\": \"B08K9HFC31\", \"price\": \"$13.81\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Hyalu B5 Pure Hyaluronic Acid Serum for Face, Vitamin B5 + Hyaluronic Acid + Madecassoside, Hydrating Serum Visibly Plumps Skin, Sensitive Skin Safe, Anti Aging, Oil-Free\", \"asin\": \"B075VX4QVM\", \"price\": \"$37.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\", \"asin\": \"B09MV3MHJD\", \"price\": \"$14.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sun Day Adventure Korean Sunscreen Smoothest and Lightest Texture Broad Spectrum SPF 50 UVA & UVB Protection No White Cast Oil Free For All Skin Types Vegan Daily Skin Care 50ml, 1.69 fl.oz\", \"asin\": \"B0DWXHG9L8\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Toleriane Double Repair Matte Face Moisturizer, Daily Moisturizer For Oily Skin With Ceramide And Niacinamide For All Skin Tones, Oil Free, Non-Comedogenic\", \"asin\": \"B09N13T8TL\", \"price\": \"$23.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clear Face Sunscreen Lotion for Acne-Prone Skin, Broad Spectrum SPF 50 Facial Sunscreen for Oily Skin, Oil-, Fragrance- & Oxybenzone-Free Water Resistant Sunscreen, 3 fl. oz\", \"asin\": \"B08L88LZ4V\", \"price\": \"$12.18\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mela B3 Serum, Dark Spot Corrector With Anti-Aging Melasyl + 10% Niacinamide, Discoloration Correcting Serum for Sun Spots, Age Spots & Post-Acne Marks\", \"asin\": \"B0CM4B43DZ\", \"price\": \"$42.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Complete+ Face Moisturizer with Sunscreen SPF 40, For Sensitive Skin, Broad Spectrum Sun Protection, Fragrence-Free - No White Cast on All Tones, Nourishes Moisture Barrier - Ceramides, 6 Oz\", \"asin\": \"B0CPL24B5X\", \"price\": \"$19.94\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen\", \"asin\": \"B002MSN3QQ\", \"price\": \"$44.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Lipikar AP+ Triple Repair Moisturizing Cream | Face & Body Lotion For Dry Skin | Shea Butter & Niacinamide Moisturizer | Gentle Face & Body Cream For Dry, Rough & Sensitive Skin\", \"asin\": \"B0BVSVWCS8\", \"price\": \"$29.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Kids SPF 50 Brush On Mineral Sunscreen Powder, Reef-Friendly, Easy to Apply for Kids, Babies & Parents\", \"asin\": \"B0CGT9W5WX\", \"price\": \"$25.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Ultra Sheer Dry-Touch Sunscreen For Face & Body, SPF 45 Broad Spectrum UVA/UVB Protection, Lightweight Water Resistant & Non-Greasy, Travel Size Sunscreen, 3 fl. oz 2 pack\", \"asin\": \"B004D2DR0Q\", \"price\": \"$16.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Toleriane Dermallergo Ultra Soothing Repair Face Moisturizer for Sensitive Skin, Gentle Moisturizing Face Cream for Dry Skin, Packaging May Vary, Formerly Toleriane Ultra\", \"asin\": \"B004JKNYL4\", \"price\": \"$31.97\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"price\": \"$10.68\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"UV Daily SPF 40 Face Sunscreen Moisturizer with Zinc Oxide, Daily Face Moisturizer with SPF, Sunscreen, 1.7 oz Pump\", \"asin\": \"B00464EC1E\", \"price\": \"$40.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin\", \"asin\": \"B00J5KDCO2\", \"price\": \"$42.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Gift Sets, Double Repair Face Moisturizer & Purifying Foaming Cleanser, Tinted Mineral SPF 50 & Hydrating Gentle Cleanser, Medicated Gel Wash & Matte Moisturizer\", \"asin\": \"B0DMHCR4YR\", \"price\": \"$116.97\", \"delivery\": \"Delivery Wed, Apr 23\"},\n{\"title\": \"Daily Tinted Fluid Sunscreen 12 Shades for Face Moisturizing Broad Spectrum SPF 40 Korean Skincare 50ml, 1.69 fl.oz #LN110\", \"asin\": \"B0DP5ZPRXC\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"Thermal Spring Water, Face Mist Hydrating Spray with Antioxidants to Hydrate and Soothe Skin, Facial Spray\", \"asin\": \"B000V3O732\", \"price\": \"$19.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"\\ud835\\udc36\\ud835\\udc52\\ud835\\udc5b\\ud835\\udc61\\ud835\\udc52\\ud835\\udc59\\ud835\\udc59\\u00e1 Sunscreen SPF 50, Hyalu Cica Water-Fit Sun Serum, Face Sun Screen Long-Lasting Protection, Cen-tella Madagascar Sunscreen, NO White Cast - Dry Oily Skincare (Blue 1)\", \"asin\": \"B0D44ZKMKD\", \"price\": \"$12.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"UV Clear Tinted Face Sunscreen, SPF 46 Oil- Free Tinted Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen, 1.7 oz Pump\", \"asin\": \"B00ZPWR0N8\", \"price\": \"$42.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Airy Sunstick Protection Bar Broad Spectrum SPF50+ 0.81 oz / 23 g (Semi- matte) | Korean Suncreen Stick Suncare Sunblock, No Whitecast, Protector Solar Barra, Water resistant\", \"asin\": \"B0C45CK57M\", \"price\": \"$18.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Unseen Sunscreen - SPF 40 - Invisible, Broad Spectrum Face Sunscreen + Makeup-Gripping Primer - Weightless, Scentless, Oil Free - For All Skin Types & Skin Tones - 1.7 fl oz\", \"asin\": \"B08CFVM1TT\", \"price\": \"$38.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 23\"},\n{\"title\": \"RESIST Daily Hydrating Fluid Face Moisturizer SPF 50, UVA & UVB Protection, Chamomile & Vitamin E, Lightweight Sunscreen for Oily Skin, Fragrance-Free\", \"asin\": \"B00NGGFLTU\", \"price\": \"$39.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Sun Tinted Sensitive Mineral Face Sunscreen Lotion SPF 35, Non-Comedogenic Mineral Sunscreen with Gentle Zinc Oxide Protection for Sensitive Skin, 1.7 Fl Oz Bottle\", \"asin\": \"B0BF3831F6\", \"price\": \"$15.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Waterfull Tone-Up Sunscreen Serum BROAD SPECTRUM SPF 50 + Korean Sunscreen for Face, All Skin Tones, Sweat Proof Formula (1.69 fl.oz.)\", \"asin\": \"B0DKJ3BX2F\", \"price\": \"$19.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T03:46:35.308Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T21:52:57.792Z\", \"action\": \"click_product\", \"action_argument\": \"B01L9SD3K0\"}\n{\"timestamp\": \"2025-04-14T21:55:17.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0838SMXFZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T03:46:35.308Z\", \"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\": \"Neutrogena Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz\", \"asin\": \"/promo/A2DORR75ODDLPG\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Eucerin Sun Tinted Age Defense SPF 50 Face Sunscreen Lotion with Hyaluronic Acid, Hypoallergenic, Non-Comedogenic Tinted Sunscreen SPF 50 Free of Fragrance, Oxybenzone and Octinoxate, 2.5 Fl Oz Bottle\", \"asin\": \"B0CLVM67FV\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\", \"asin\": \"/promo/A3HM6OMCGCI2J9\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Sun Bum Daily SPF 50 Sunscreen Body Lotion - Broad Spectrum Moisturizing Sunscreen with Vitamin E - Vegan and Hawaii 104 Act Compliant (Without Octinoxate & Oxybenzone) - Dermatologist Tested - 8 oz\", \"asin\": \"B0CNKXCL4X\", \"price\": \"$23.46\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Body Mist Sunscreen Spray, Broad Spectrum SPF 70, Lightweight Spray Sunscreen, Non-Greasy & Water Resistant, Oil-Free & Non-Comedogenic UVA/UVB, 5 oz, Pack of 3\", \"asin\": \"B076GZX3KL\", \"price\": \"$26.64\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Sport Active Defense SPF 70 Sunscreen Spray, Sweat & Water Resistant Spray Sunscreen with Broad Spectrum Protection for Sunburn Prevention, Oxybenzone-Free, Twin Pack, 5 oz, 2 Pack\", \"asin\": \"/promo/ATC703ZJ30NOA\", \"price\": \"$25.76\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free\", \"asin\": \"B07YGVSGMW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Clear Body SPF 50 Sunscreen Spray, Non-Greasy, Broad Spectrum Full Body Sunscreen Ideal for Oily Skin Moisturizes & Cools, Non-Comedogenic Spray Sunscreen, Oxybenzone-Free, 5 oz\", \"asin\": \"/promo/AAYFGG9ZNAXSR\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Resurfacing Retinol Serum For Post Acne Marks, Formulated With Licorice Root Extract & Niacinamide, Brightening Serum & Pore Minimizer For Face, Post Acne Skin Barrier Repair, Non-Comedogenic\", \"asin\": \"B07VWSN95S\", \"price\": \"$15.69\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Dry-Touch Water Resistant and Non-Greasy Sunscreen Lotion with Broad Spectrum SPF 70, 3 Fl Oz (Pack of 1)\", \"asin\": \"/promo/ANIH8Y4GCK1EX\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce\", \"asin\": \"B07YLKXV11\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Medium\"}]},\n{\"title\": \"Amazon Basics Adjustable Keyboard and Piano Stand, Heavy-Duty Double-X-Shape - For School Musical Program, Choir, & Recitals, Black\", \"asin\": \"B07Q16JDH5\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Bonide Captain Jack's Insecticidal Super Soap, 32 oz Ready-to-Use Spray For Organic Gardening and Outdoor Plants\", \"asin\": \"B000HCNSWI\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Soap\"}]},\n{\"title\": \"Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket\", \"asin\": \"B09B9Z26RZ\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White\"}, {\"Size\": \"Queen\"}]},\n{\"title\": \"Mattress Protector Queen Waterproof Mattress Cover Queen Size Mattress Pad Cover Breathable Noiseless Deep Pocket Bed Cover for 6-18\\\" Mattress Pad - Soft Washable Vinyl Free\", \"asin\": \"B093R34XY6\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Queen\"}, {\"Style\": \"Bamboo Viscose\"}]},\n{\"title\": \"Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)\", \"asin\": \"B07YBY374X\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Item Package Quantity\": \"1\"}]}],\n\"saved_items\": [{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Huge 26 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B09D9PLCDW\", \"options\": []},\n{\"title\": \"Ferrous Sulfate Heptahydrate - FeSO4*7H2O - 20% Iron - Very Soluble - 1 Pound\", \"asin\": \"B007ODUI76\", \"options\": []},\n{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Large 19.5 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B08C4Y3BCD\", \"options\": [{\"Size\": \"Large\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T03:48:25.825Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T03:48:25.825Z
click
quantity
rule
train
3
2025-04-22T03:48:25.825Z
click
quantity
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-14T21:52:57.792Z", "action": "click_product", "action_argument": "B01L9SD3K0"} {"timestamp": "2025-04-14T21:55:17.173Z", "action": "click_product", "action_argument": "B0838SMXFZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T03:46:35.308Z", "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": "Neutrogena Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz", "asin": "/promo/A2DORR75ODDLPG", "price": "$14.88", "quantity": ""}, {"title": "Eucerin Sun Tinted Age Defense SPF 50 Face Sunscreen Lotion with Hyaluronic Acid, Hypoallergenic, Non-Comedogenic Tinted Sunscreen SPF 50 Free of Fragrance, Oxybenzone and Octinoxate, 2.5 Fl Oz Bottle", "asin": "B0CLVM67FV", "price": "$15.98", "quantity": ""}, {"title": "Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz", "asin": "/promo/A3HM6OMCGCI2J9", "price": "$14.88", "quantity": ""}, {"title": "Sun Bum Daily SPF 50 Sunscreen Body Lotion - Broad Spectrum Moisturizing Sunscreen with Vitamin E - Vegan and Hawaii 104 Act Compliant (Without Octinoxate & Oxybenzone) - Dermatologist Tested - 8 oz", "asin": "B0CNKXCL4X", "price": "$23.46", "quantity": ""}, {"title": "Neutrogena Ultra Sheer Body Mist Sunscreen Spray, Broad Spectrum SPF 70, Lightweight Spray Sunscreen, Non-Greasy & Water Resistant, Oil-Free & Non-Comedogenic UVA/UVB, 5 oz, Pack of 3", "asin": "B076GZX3KL", "price": "$26.64", "quantity": ""}, {"title": "Neutrogena Sport Active Defense SPF 70 Sunscreen Spray, Sweat & Water Resistant Spray Sunscreen with Broad Spectrum Protection for Sunburn Prevention, Oxybenzone-Free, Twin Pack, 5 oz, 2 Pack", "asin": "/promo/ATC703ZJ30NOA", "price": "$25.76", "quantity": ""}, {"title": "La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free", "asin": "B07YGVSGMW", "price": "$24.99", "quantity": ""}, {"title": "Neutrogena Clear Body SPF 50 Sunscreen Spray, Non-Greasy, Broad Spectrum Full Body Sunscreen Ideal for Oily Skin Moisturizes & Cools, Non-Comedogenic Spray Sunscreen, Oxybenzone-Free, 5 oz", "asin": "/promo/AAYFGG9ZNAXSR", "price": "$12.97", "quantity": ""}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$14.83", "quantity": ""}, {"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$12.89", "quantity": ""}, {"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$12.89", "quantity": ""}, {"title": "CeraVe Resurfacing Retinol Serum For Post Acne Marks, Formulated With Licorice Root Extract & Niacinamide, Brightening Serum & Pore Minimizer For Face, Post Acne Skin Barrier Repair, Non-Comedogenic", "asin": "B07VWSN95S", "price": "$15.69", "quantity": ""}, {"title": "Neutrogena Ultra Sheer Dry-Touch Water Resistant and Non-Greasy Sunscreen Lotion with Broad Spectrum SPF 70, 3 Fl Oz (Pack of 1)", "asin": "/promo/ANIH8Y4GCK1EX", "price": "$8.88", "quantity": ""}, {"title": "CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz", "asin": "B07XJ7XWLW", "price": "$19.99", "quantity": ""}], "active_items": [{"title": "Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face", "asin": "B001P92FMG", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": []}, {"title": "CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce", "asin": "B07YLKXV11", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Medium"}]}, {"title": "Amazon Basics Adjustable Keyboard and Piano Stand, Heavy-Duty Double-X-Shape - For School Musical Program, Choir, & Recitals, Black", "asin": "B07Q16JDH5", "delivery": "Two-Day FREE delivery Wed, Apr 23 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "Bonide Captain Jack's Insecticidal Super Soap, 32 oz Ready-to-Use Spray For Organic Gardening and Outdoor Plants", "asin": "B000HCNSWI", "delivery": "Two-Day FREE delivery Wed, Apr 23 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Soap"}]}, {"title": "Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket", "asin": "B09B9Z26RZ", "delivery": "Two-Day FREE delivery Wed, Apr 23 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "White"}, {"Size": "Queen"}]}, {"title": "Mattress Protector Queen Waterproof Mattress Cover Queen Size Mattress Pad Cover Breathable Noiseless Deep Pocket Bed Cover for 6-18\" Mattress Pad - Soft Washable Vinyl Free", "asin": "B093R34XY6", "delivery": "Two-Day FREE delivery Wed, Apr 23 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Queen"}, {"Style": "Bamboo Viscose"}]}, {"title": "Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)", "asin": "B07YBY374X", "delivery": "Two-Day FREE delivery Wed, Apr 23 FREE Returns", "quantity": "1", "selected": true, "options": [{"Item Package Quantity": "1"}]}], "saved_items": [{"title": "Jellycat Snow Dragon Stuffed Animal, Huge 26 inches - Mythical Plush Toy - Classic Children's Gift", "asin": "B09D9PLCDW", "options": []}, {"title": "Ferrous Sulfate Heptahydrate - FeSO4*7H2O - 20% Iron - Very Soluble - 1 Pound", "asin": "B007ODUI76", "options": []}, {"title": "Jellycat Snow Dragon Stuffed Animal, Large 19.5 inches - Mythical Plush Toy - Classic Children's Gift", "asin": "B08C4Y3BCD", "options": [{"Size": "Large"}]}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T03:48:25.825Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-22T03:48:25.825Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-22T03:48:25.825Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "index": 3, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T21:52:57.792Z\", \"action\": \"click_product\", \"action_argument\": \"B01L9SD3K0\"}\n{\"timestamp\": \"2025-04-14T21:55:17.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0838SMXFZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T03:46:35.308Z\", \"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\": \"Neutrogena Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz\", \"asin\": \"/promo/A2DORR75ODDLPG\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Eucerin Sun Tinted Age Defense SPF 50 Face Sunscreen Lotion with Hyaluronic Acid, Hypoallergenic, Non-Comedogenic Tinted Sunscreen SPF 50 Free of Fragrance, Oxybenzone and Octinoxate, 2.5 Fl Oz Bottle\", \"asin\": \"B0CLVM67FV\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\", \"asin\": \"/promo/A3HM6OMCGCI2J9\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Sun Bum Daily SPF 50 Sunscreen Body Lotion - Broad Spectrum Moisturizing Sunscreen with Vitamin E - Vegan and Hawaii 104 Act Compliant (Without Octinoxate & Oxybenzone) - Dermatologist Tested - 8 oz\", \"asin\": \"B0CNKXCL4X\", \"price\": \"$23.46\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Body Mist Sunscreen Spray, Broad Spectrum SPF 70, Lightweight Spray Sunscreen, Non-Greasy & Water Resistant, Oil-Free & Non-Comedogenic UVA/UVB, 5 oz, Pack of 3\", \"asin\": \"B076GZX3KL\", \"price\": \"$26.64\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Sport Active Defense SPF 70 Sunscreen Spray, Sweat & Water Resistant Spray Sunscreen with Broad Spectrum Protection for Sunburn Prevention, Oxybenzone-Free, Twin Pack, 5 oz, 2 Pack\", \"asin\": \"/promo/ATC703ZJ30NOA\", \"price\": \"$25.76\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free\", \"asin\": \"B07YGVSGMW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Clear Body SPF 50 Sunscreen Spray, Non-Greasy, Broad Spectrum Full Body Sunscreen Ideal for Oily Skin Moisturizes & Cools, Non-Comedogenic Spray Sunscreen, Oxybenzone-Free, 5 oz\", \"asin\": \"/promo/AAYFGG9ZNAXSR\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Resurfacing Retinol Serum For Post Acne Marks, Formulated With Licorice Root Extract & Niacinamide, Brightening Serum & Pore Minimizer For Face, Post Acne Skin Barrier Repair, Non-Comedogenic\", \"asin\": \"B07VWSN95S\", \"price\": \"$15.69\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Dry-Touch Water Resistant and Non-Greasy Sunscreen Lotion with Broad Spectrum SPF 70, 3 Fl Oz (Pack of 1)\", \"asin\": \"/promo/ANIH8Y4GCK1EX\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce\", \"asin\": \"B07YLKXV11\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Medium\"}]},\n{\"title\": \"Amazon Basics Adjustable Keyboard and Piano Stand, Heavy-Duty Double-X-Shape - For School Musical Program, Choir, & Recitals, Black\", \"asin\": \"B07Q16JDH5\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Bonide Captain Jack's Insecticidal Super Soap, 32 oz Ready-to-Use Spray For Organic Gardening and Outdoor Plants\", \"asin\": \"B000HCNSWI\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Soap\"}]},\n{\"title\": \"Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket\", \"asin\": \"B09B9Z26RZ\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White\"}, {\"Size\": \"Queen\"}]},\n{\"title\": \"Mattress Protector Queen Waterproof Mattress Cover Queen Size Mattress Pad Cover Breathable Noiseless Deep Pocket Bed Cover for 6-18\\\" Mattress Pad - Soft Washable Vinyl Free\", \"asin\": \"B093R34XY6\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Queen\"}, {\"Style\": \"Bamboo Viscose\"}]},\n{\"title\": \"Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)\", \"asin\": \"B07YBY374X\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Item Package Quantity\": \"1\"}]}],\n\"saved_items\": [{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Huge 26 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B09D9PLCDW\", \"options\": []},\n{\"title\": \"Ferrous Sulfate Heptahydrate - FeSO4*7H2O - 20% Iron - Very Soluble - 1 Pound\", \"asin\": \"B007ODUI76\", \"options\": []},\n{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Large 19.5 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B08C4Y3BCD\", \"options\": [{\"Size\": \"Large\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T03:48:25.825Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T21:52:57.792Z\", \"action\": \"click_product\", \"action_argument\": \"B01L9SD3K0\"}\n{\"timestamp\": \"2025-04-14T21:55:17.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0838SMXFZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T03:46:35.308Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T03:48:25.825Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz\", \"asin\": \"/promo/A2DORR75ODDLPG\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Eucerin Sun Tinted Age Defense SPF 50 Face Sunscreen Lotion with Hyaluronic Acid, Hypoallergenic, Non-Comedogenic Tinted Sunscreen SPF 50 Free of Fragrance, Oxybenzone and Octinoxate, 2.5 Fl Oz Bottle\", \"asin\": \"B0CLVM67FV\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\", \"asin\": \"/promo/A3HM6OMCGCI2J9\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Sun Bum Daily SPF 50 Sunscreen Body Lotion - Broad Spectrum Moisturizing Sunscreen with Vitamin E - Vegan and Hawaii 104 Act Compliant (Without Octinoxate & Oxybenzone) - Dermatologist Tested - 8 oz\", \"asin\": \"B0CNKXCL4X\", \"price\": \"$23.46\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Body Mist Sunscreen Spray, Broad Spectrum SPF 70, Lightweight Spray Sunscreen, Non-Greasy & Water Resistant, Oil-Free & Non-Comedogenic UVA/UVB, 5 oz, Pack of 3\", \"asin\": \"B076GZX3KL\", \"price\": \"$26.64\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Sport Active Defense SPF 70 Sunscreen Spray, Sweat & Water Resistant Spray Sunscreen with Broad Spectrum Protection for Sunburn Prevention, Oxybenzone-Free, Twin Pack, 5 oz, 2 Pack\", \"asin\": \"/promo/ATC703ZJ30NOA\", \"price\": \"$25.76\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free\", \"asin\": \"B07YGVSGMW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Clear Body SPF 50 Sunscreen Spray, Non-Greasy, Broad Spectrum Full Body Sunscreen Ideal for Oily Skin Moisturizes & Cools, Non-Comedogenic Spray Sunscreen, Oxybenzone-Free, 5 oz\", \"asin\": \"/promo/AAYFGG9ZNAXSR\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Resurfacing Retinol Serum For Post Acne Marks, Formulated With Licorice Root Extract & Niacinamide, Brightening Serum & Pore Minimizer For Face, Post Acne Skin Barrier Repair, Non-Comedogenic\", \"asin\": \"B07VWSN95S\", \"price\": \"$15.69\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Dry-Touch Water Resistant and Non-Greasy Sunscreen Lotion with Broad Spectrum SPF 70, 3 Fl Oz (Pack of 1)\", \"asin\": \"/promo/ANIH8Y4GCK1EX\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce\", \"asin\": \"B07YLKXV11\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Medium\"}]},\n{\"title\": \"Bonide Captain Jack's Insecticidal Super Soap, 32 oz Ready-to-Use Spray For Organic Gardening and Outdoor Plants\", \"asin\": \"B000HCNSWI\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Soap\"}]},\n{\"title\": \"Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket\", \"asin\": \"B09B9Z26RZ\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White\"}, {\"Size\": \"Queen\"}]},\n{\"title\": \"Mattress Protector Queen Waterproof Mattress Cover Queen Size Mattress Pad Cover Breathable Noiseless Deep Pocket Bed Cover for 6-18\\\" Mattress Pad - Soft Washable Vinyl Free\", \"asin\": \"B093R34XY6\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Queen\"}, {\"Style\": \"Bamboo Viscose\"}]},\n{\"title\": \"Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)\", \"asin\": \"B07YBY374X\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Item Package Quantity\": \"1\"}]}],\n\"saved_items\": [{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Huge 26 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B09D9PLCDW\", \"options\": []},\n{\"title\": \"Ferrous Sulfate Heptahydrate - FeSO4*7H2O - 20% Iron - Very Soluble - 1 Pound\", \"asin\": \"B007ODUI76\", \"options\": []},\n{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Large 19.5 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B08C4Y3BCD\", \"options\": [{\"Size\": \"Large\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T03:48:28.616Z\", // 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
2025-04-22T03:48:28.616Z
click
quantity
rule
train
4
2025-04-22T03:48:28.616Z
click
quantity
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-14T21:52:57.792Z", "action": "click_product", "action_argument": "B01L9SD3K0"} {"timestamp": "2025-04-14T21:55:17.173Z", "action": "click_product", "action_argument": "B0838SMXFZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T03:46:35.308Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-22T03:48:25.825Z", "action": "click", "action_argument": "quantity"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "Neutrogena Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz", "asin": "/promo/A2DORR75ODDLPG", "price": "$14.88", "quantity": ""}, {"title": "Eucerin Sun Tinted Age Defense SPF 50 Face Sunscreen Lotion with Hyaluronic Acid, Hypoallergenic, Non-Comedogenic Tinted Sunscreen SPF 50 Free of Fragrance, Oxybenzone and Octinoxate, 2.5 Fl Oz Bottle", "asin": "B0CLVM67FV", "price": "$15.98", "quantity": ""}, {"title": "Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz", "asin": "/promo/A3HM6OMCGCI2J9", "price": "$14.88", "quantity": ""}, {"title": "Sun Bum Daily SPF 50 Sunscreen Body Lotion - Broad Spectrum Moisturizing Sunscreen with Vitamin E - Vegan and Hawaii 104 Act Compliant (Without Octinoxate & Oxybenzone) - Dermatologist Tested - 8 oz", "asin": "B0CNKXCL4X", "price": "$23.46", "quantity": ""}, {"title": "Neutrogena Ultra Sheer Body Mist Sunscreen Spray, Broad Spectrum SPF 70, Lightweight Spray Sunscreen, Non-Greasy & Water Resistant, Oil-Free & Non-Comedogenic UVA/UVB, 5 oz, Pack of 3", "asin": "B076GZX3KL", "price": "$26.64", "quantity": ""}, {"title": "Neutrogena Sport Active Defense SPF 70 Sunscreen Spray, Sweat & Water Resistant Spray Sunscreen with Broad Spectrum Protection for Sunburn Prevention, Oxybenzone-Free, Twin Pack, 5 oz, 2 Pack", "asin": "/promo/ATC703ZJ30NOA", "price": "$25.76", "quantity": ""}, {"title": "La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free", "asin": "B07YGVSGMW", "price": "$24.99", "quantity": ""}, {"title": "Neutrogena Clear Body SPF 50 Sunscreen Spray, Non-Greasy, Broad Spectrum Full Body Sunscreen Ideal for Oily Skin Moisturizes & Cools, Non-Comedogenic Spray Sunscreen, Oxybenzone-Free, 5 oz", "asin": "/promo/AAYFGG9ZNAXSR", "price": "$12.97", "quantity": ""}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$14.83", "quantity": ""}, {"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$12.89", "quantity": ""}, {"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$12.89", "quantity": ""}, {"title": "CeraVe Resurfacing Retinol Serum For Post Acne Marks, Formulated With Licorice Root Extract & Niacinamide, Brightening Serum & Pore Minimizer For Face, Post Acne Skin Barrier Repair, Non-Comedogenic", "asin": "B07VWSN95S", "price": "$15.69", "quantity": ""}, {"title": "Neutrogena Ultra Sheer Dry-Touch Water Resistant and Non-Greasy Sunscreen Lotion with Broad Spectrum SPF 70, 3 Fl Oz (Pack of 1)", "asin": "/promo/ANIH8Y4GCK1EX", "price": "$8.88", "quantity": ""}, {"title": "CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz", "asin": "B07XJ7XWLW", "price": "$19.99", "quantity": ""}], "active_items": [{"title": "Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face", "asin": "B001P92FMG", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": []}, {"title": "CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce", "asin": "B07YLKXV11", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Medium"}]}, {"title": "Bonide Captain Jack's Insecticidal Super Soap, 32 oz Ready-to-Use Spray For Organic Gardening and Outdoor Plants", "asin": "B000HCNSWI", "delivery": "Two-Day FREE delivery Wed, Apr 23 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Soap"}]}, {"title": "Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket", "asin": "B09B9Z26RZ", "delivery": "Two-Day FREE delivery Wed, Apr 23 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "White"}, {"Size": "Queen"}]}, {"title": "Mattress Protector Queen Waterproof Mattress Cover Queen Size Mattress Pad Cover Breathable Noiseless Deep Pocket Bed Cover for 6-18\" Mattress Pad - Soft Washable Vinyl Free", "asin": "B093R34XY6", "delivery": "Two-Day FREE delivery Wed, Apr 23 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Queen"}, {"Style": "Bamboo Viscose"}]}, {"title": "Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)", "asin": "B07YBY374X", "delivery": "Two-Day FREE delivery Wed, Apr 23 FREE Returns", "quantity": "1", "selected": true, "options": [{"Item Package Quantity": "1"}]}], "saved_items": [{"title": "Jellycat Snow Dragon Stuffed Animal, Huge 26 inches - Mythical Plush Toy - Classic Children's Gift", "asin": "B09D9PLCDW", "options": []}, {"title": "Ferrous Sulfate Heptahydrate - FeSO4*7H2O - 20% Iron - Very Soluble - 1 Pound", "asin": "B007ODUI76", "options": []}, {"title": "Jellycat Snow Dragon Stuffed Animal, Large 19.5 inches - Mythical Plush Toy - Classic Children's Gift", "asin": "B08C4Y3BCD", "options": [{"Size": "Large"}]}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T03:48:28.616Z", // 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\": \"2025-04-22T03:48:28.616Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-22T03:48:28.616Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "index": 4, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T21:52:57.792Z\", \"action\": \"click_product\", \"action_argument\": \"B01L9SD3K0\"}\n{\"timestamp\": \"2025-04-14T21:55:17.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0838SMXFZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T03:46:35.308Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T03:48:25.825Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz\", \"asin\": \"/promo/A2DORR75ODDLPG\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Eucerin Sun Tinted Age Defense SPF 50 Face Sunscreen Lotion with Hyaluronic Acid, Hypoallergenic, Non-Comedogenic Tinted Sunscreen SPF 50 Free of Fragrance, Oxybenzone and Octinoxate, 2.5 Fl Oz Bottle\", \"asin\": \"B0CLVM67FV\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\", \"asin\": \"/promo/A3HM6OMCGCI2J9\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Sun Bum Daily SPF 50 Sunscreen Body Lotion - Broad Spectrum Moisturizing Sunscreen with Vitamin E - Vegan and Hawaii 104 Act Compliant (Without Octinoxate & Oxybenzone) - Dermatologist Tested - 8 oz\", \"asin\": \"B0CNKXCL4X\", \"price\": \"$23.46\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Body Mist Sunscreen Spray, Broad Spectrum SPF 70, Lightweight Spray Sunscreen, Non-Greasy & Water Resistant, Oil-Free & Non-Comedogenic UVA/UVB, 5 oz, Pack of 3\", \"asin\": \"B076GZX3KL\", \"price\": \"$26.64\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Sport Active Defense SPF 70 Sunscreen Spray, Sweat & Water Resistant Spray Sunscreen with Broad Spectrum Protection for Sunburn Prevention, Oxybenzone-Free, Twin Pack, 5 oz, 2 Pack\", \"asin\": \"/promo/ATC703ZJ30NOA\", \"price\": \"$25.76\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free\", \"asin\": \"B07YGVSGMW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Clear Body SPF 50 Sunscreen Spray, Non-Greasy, Broad Spectrum Full Body Sunscreen Ideal for Oily Skin Moisturizes & Cools, Non-Comedogenic Spray Sunscreen, Oxybenzone-Free, 5 oz\", \"asin\": \"/promo/AAYFGG9ZNAXSR\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Resurfacing Retinol Serum For Post Acne Marks, Formulated With Licorice Root Extract & Niacinamide, Brightening Serum & Pore Minimizer For Face, Post Acne Skin Barrier Repair, Non-Comedogenic\", \"asin\": \"B07VWSN95S\", \"price\": \"$15.69\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Dry-Touch Water Resistant and Non-Greasy Sunscreen Lotion with Broad Spectrum SPF 70, 3 Fl Oz (Pack of 1)\", \"asin\": \"/promo/ANIH8Y4GCK1EX\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce\", \"asin\": \"B07YLKXV11\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Medium\"}]},\n{\"title\": \"Bonide Captain Jack's Insecticidal Super Soap, 32 oz Ready-to-Use Spray For Organic Gardening and Outdoor Plants\", \"asin\": \"B000HCNSWI\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Soap\"}]},\n{\"title\": \"Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket\", \"asin\": \"B09B9Z26RZ\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White\"}, {\"Size\": \"Queen\"}]},\n{\"title\": \"Mattress Protector Queen Waterproof Mattress Cover Queen Size Mattress Pad Cover Breathable Noiseless Deep Pocket Bed Cover for 6-18\\\" Mattress Pad - Soft Washable Vinyl Free\", \"asin\": \"B093R34XY6\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Queen\"}, {\"Style\": \"Bamboo Viscose\"}]},\n{\"title\": \"Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)\", \"asin\": \"B07YBY374X\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Item Package Quantity\": \"1\"}]}],\n\"saved_items\": [{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Huge 26 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B09D9PLCDW\", \"options\": []},\n{\"title\": \"Ferrous Sulfate Heptahydrate - FeSO4*7H2O - 20% Iron - Very Soluble - 1 Pound\", \"asin\": \"B007ODUI76\", \"options\": []},\n{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Large 19.5 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B08C4Y3BCD\", \"options\": [{\"Size\": \"Large\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T03:48:28.616Z\", // 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\": \"2025-04-14T21:52:57.792Z\", \"action\": \"click_product\", \"action_argument\": \"B01L9SD3K0\"}\n{\"timestamp\": \"2025-04-14T21:55:17.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0838SMXFZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T03:46:35.308Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T03:48:25.825Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:28.616Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz\", \"asin\": \"/promo/A2DORR75ODDLPG\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Eucerin Sun Tinted Age Defense SPF 50 Face Sunscreen Lotion with Hyaluronic Acid, Hypoallergenic, Non-Comedogenic Tinted Sunscreen SPF 50 Free of Fragrance, Oxybenzone and Octinoxate, 2.5 Fl Oz Bottle\", \"asin\": \"B0CLVM67FV\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\", \"asin\": \"/promo/A3HM6OMCGCI2J9\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Sun Bum Daily SPF 50 Sunscreen Body Lotion - Broad Spectrum Moisturizing Sunscreen with Vitamin E - Vegan and Hawaii 104 Act Compliant (Without Octinoxate & Oxybenzone) - Dermatologist Tested - 8 oz\", \"asin\": \"B0CNKXCL4X\", \"price\": \"$23.46\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Body Mist Sunscreen Spray, Broad Spectrum SPF 70, Lightweight Spray Sunscreen, Non-Greasy & Water Resistant, Oil-Free & Non-Comedogenic UVA/UVB, 5 oz, Pack of 3\", \"asin\": \"B076GZX3KL\", \"price\": \"$26.64\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Sport Active Defense SPF 70 Sunscreen Spray, Sweat & Water Resistant Spray Sunscreen with Broad Spectrum Protection for Sunburn Prevention, Oxybenzone-Free, Twin Pack, 5 oz, 2 Pack\", \"asin\": \"/promo/ATC703ZJ30NOA\", \"price\": \"$25.76\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free\", \"asin\": \"B07YGVSGMW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Clear Body SPF 50 Sunscreen Spray, Non-Greasy, Broad Spectrum Full Body Sunscreen Ideal for Oily Skin Moisturizes & Cools, Non-Comedogenic Spray Sunscreen, Oxybenzone-Free, 5 oz\", \"asin\": \"/promo/AAYFGG9ZNAXSR\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Resurfacing Retinol Serum For Post Acne Marks, Formulated With Licorice Root Extract & Niacinamide, Brightening Serum & Pore Minimizer For Face, Post Acne Skin Barrier Repair, Non-Comedogenic\", \"asin\": \"B07VWSN95S\", \"price\": \"$15.69\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Dry-Touch Water Resistant and Non-Greasy Sunscreen Lotion with Broad Spectrum SPF 70, 3 Fl Oz (Pack of 1)\", \"asin\": \"/promo/ANIH8Y4GCK1EX\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce\", \"asin\": \"B07YLKXV11\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Medium\"}]},\n{\"title\": \"Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket\", \"asin\": \"B09B9Z26RZ\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White\"}, {\"Size\": \"Queen\"}]},\n{\"title\": \"Mattress Protector Queen Waterproof Mattress Cover Queen Size Mattress Pad Cover Breathable Noiseless Deep Pocket Bed Cover for 6-18\\\" Mattress Pad - Soft Washable Vinyl Free\", \"asin\": \"B093R34XY6\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Queen\"}, {\"Style\": \"Bamboo Viscose\"}]},\n{\"title\": \"Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)\", \"asin\": \"B07YBY374X\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Item Package Quantity\": \"1\"}]}],\n\"saved_items\": [{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Huge 26 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B09D9PLCDW\", \"options\": []},\n{\"title\": \"Ferrous Sulfate Heptahydrate - FeSO4*7H2O - 20% Iron - Very Soluble - 1 Pound\", \"asin\": \"B007ODUI76\", \"options\": []},\n{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Large 19.5 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B08C4Y3BCD\", \"options\": [{\"Size\": \"Large\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T03:48:30.240Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T03:48:30.240Z
click
quantity
rule
train
5
2025-04-22T03:48:30.240Z
click
quantity
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-14T21:52:57.792Z", "action": "click_product", "action_argument": "B01L9SD3K0"} {"timestamp": "2025-04-14T21:55:17.173Z", "action": "click_product", "action_argument": "B0838SMXFZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T03:46:35.308Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-22T03:48:25.825Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-22T03:48:28.616Z", "action": "click", "action_argument": "quantity"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "Neutrogena Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz", "asin": "/promo/A2DORR75ODDLPG", "price": "$14.88", "quantity": ""}, {"title": "Eucerin Sun Tinted Age Defense SPF 50 Face Sunscreen Lotion with Hyaluronic Acid, Hypoallergenic, Non-Comedogenic Tinted Sunscreen SPF 50 Free of Fragrance, Oxybenzone and Octinoxate, 2.5 Fl Oz Bottle", "asin": "B0CLVM67FV", "price": "$15.98", "quantity": ""}, {"title": "Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz", "asin": "/promo/A3HM6OMCGCI2J9", "price": "$14.88", "quantity": ""}, {"title": "Sun Bum Daily SPF 50 Sunscreen Body Lotion - Broad Spectrum Moisturizing Sunscreen with Vitamin E - Vegan and Hawaii 104 Act Compliant (Without Octinoxate & Oxybenzone) - Dermatologist Tested - 8 oz", "asin": "B0CNKXCL4X", "price": "$23.46", "quantity": ""}, {"title": "Neutrogena Ultra Sheer Body Mist Sunscreen Spray, Broad Spectrum SPF 70, Lightweight Spray Sunscreen, Non-Greasy & Water Resistant, Oil-Free & Non-Comedogenic UVA/UVB, 5 oz, Pack of 3", "asin": "B076GZX3KL", "price": "$26.64", "quantity": ""}, {"title": "Neutrogena Sport Active Defense SPF 70 Sunscreen Spray, Sweat & Water Resistant Spray Sunscreen with Broad Spectrum Protection for Sunburn Prevention, Oxybenzone-Free, Twin Pack, 5 oz, 2 Pack", "asin": "/promo/ATC703ZJ30NOA", "price": "$25.76", "quantity": ""}, {"title": "La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free", "asin": "B07YGVSGMW", "price": "$24.99", "quantity": ""}, {"title": "Neutrogena Clear Body SPF 50 Sunscreen Spray, Non-Greasy, Broad Spectrum Full Body Sunscreen Ideal for Oily Skin Moisturizes & Cools, Non-Comedogenic Spray Sunscreen, Oxybenzone-Free, 5 oz", "asin": "/promo/AAYFGG9ZNAXSR", "price": "$12.97", "quantity": ""}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$14.83", "quantity": ""}, {"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$12.89", "quantity": ""}, {"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$12.89", "quantity": ""}, {"title": "CeraVe Resurfacing Retinol Serum For Post Acne Marks, Formulated With Licorice Root Extract & Niacinamide, Brightening Serum & Pore Minimizer For Face, Post Acne Skin Barrier Repair, Non-Comedogenic", "asin": "B07VWSN95S", "price": "$15.69", "quantity": ""}, {"title": "Neutrogena Ultra Sheer Dry-Touch Water Resistant and Non-Greasy Sunscreen Lotion with Broad Spectrum SPF 70, 3 Fl Oz (Pack of 1)", "asin": "/promo/ANIH8Y4GCK1EX", "price": "$8.88", "quantity": ""}, {"title": "CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz", "asin": "B07XJ7XWLW", "price": "$19.99", "quantity": ""}], "active_items": [{"title": "Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face", "asin": "B001P92FMG", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": []}, {"title": "CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce", "asin": "B07YLKXV11", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Medium"}]}, {"title": "Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket", "asin": "B09B9Z26RZ", "delivery": "Two-Day FREE delivery Wed, Apr 23 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "White"}, {"Size": "Queen"}]}, {"title": "Mattress Protector Queen Waterproof Mattress Cover Queen Size Mattress Pad Cover Breathable Noiseless Deep Pocket Bed Cover for 6-18\" Mattress Pad - Soft Washable Vinyl Free", "asin": "B093R34XY6", "delivery": "Two-Day FREE delivery Wed, Apr 23 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Queen"}, {"Style": "Bamboo Viscose"}]}, {"title": "Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)", "asin": "B07YBY374X", "delivery": "Two-Day FREE delivery Wed, Apr 23 FREE Returns", "quantity": "1", "selected": true, "options": [{"Item Package Quantity": "1"}]}], "saved_items": [{"title": "Jellycat Snow Dragon Stuffed Animal, Huge 26 inches - Mythical Plush Toy - Classic Children's Gift", "asin": "B09D9PLCDW", "options": []}, {"title": "Ferrous Sulfate Heptahydrate - FeSO4*7H2O - 20% Iron - Very Soluble - 1 Pound", "asin": "B007ODUI76", "options": []}, {"title": "Jellycat Snow Dragon Stuffed Animal, Large 19.5 inches - Mythical Plush Toy - Classic Children's Gift", "asin": "B08C4Y3BCD", "options": [{"Size": "Large"}]}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T03:48:30.240Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-22T03:48:30.240Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-22T03:48:30.240Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "index": 5, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T21:52:57.792Z\", \"action\": \"click_product\", \"action_argument\": \"B01L9SD3K0\"}\n{\"timestamp\": \"2025-04-14T21:55:17.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0838SMXFZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T03:46:35.308Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T03:48:25.825Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:28.616Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz\", \"asin\": \"/promo/A2DORR75ODDLPG\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Eucerin Sun Tinted Age Defense SPF 50 Face Sunscreen Lotion with Hyaluronic Acid, Hypoallergenic, Non-Comedogenic Tinted Sunscreen SPF 50 Free of Fragrance, Oxybenzone and Octinoxate, 2.5 Fl Oz Bottle\", \"asin\": \"B0CLVM67FV\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\", \"asin\": \"/promo/A3HM6OMCGCI2J9\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Sun Bum Daily SPF 50 Sunscreen Body Lotion - Broad Spectrum Moisturizing Sunscreen with Vitamin E - Vegan and Hawaii 104 Act Compliant (Without Octinoxate & Oxybenzone) - Dermatologist Tested - 8 oz\", \"asin\": \"B0CNKXCL4X\", \"price\": \"$23.46\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Body Mist Sunscreen Spray, Broad Spectrum SPF 70, Lightweight Spray Sunscreen, Non-Greasy & Water Resistant, Oil-Free & Non-Comedogenic UVA/UVB, 5 oz, Pack of 3\", \"asin\": \"B076GZX3KL\", \"price\": \"$26.64\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Sport Active Defense SPF 70 Sunscreen Spray, Sweat & Water Resistant Spray Sunscreen with Broad Spectrum Protection for Sunburn Prevention, Oxybenzone-Free, Twin Pack, 5 oz, 2 Pack\", \"asin\": \"/promo/ATC703ZJ30NOA\", \"price\": \"$25.76\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free\", \"asin\": \"B07YGVSGMW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Clear Body SPF 50 Sunscreen Spray, Non-Greasy, Broad Spectrum Full Body Sunscreen Ideal for Oily Skin Moisturizes & Cools, Non-Comedogenic Spray Sunscreen, Oxybenzone-Free, 5 oz\", \"asin\": \"/promo/AAYFGG9ZNAXSR\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Resurfacing Retinol Serum For Post Acne Marks, Formulated With Licorice Root Extract & Niacinamide, Brightening Serum & Pore Minimizer For Face, Post Acne Skin Barrier Repair, Non-Comedogenic\", \"asin\": \"B07VWSN95S\", \"price\": \"$15.69\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Dry-Touch Water Resistant and Non-Greasy Sunscreen Lotion with Broad Spectrum SPF 70, 3 Fl Oz (Pack of 1)\", \"asin\": \"/promo/ANIH8Y4GCK1EX\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce\", \"asin\": \"B07YLKXV11\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Medium\"}]},\n{\"title\": \"Hanherry 100% Waterproof Mattress Protector Queen Size, Mattress Cover 3D Air Fabric Cooling Mattress Pad Cover Smooth Soft Breathable Noiseless, 8''-21'' Deep Pocket\", \"asin\": \"B09B9Z26RZ\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White\"}, {\"Size\": \"Queen\"}]},\n{\"title\": \"Mattress Protector Queen Waterproof Mattress Cover Queen Size Mattress Pad Cover Breathable Noiseless Deep Pocket Bed Cover for 6-18\\\" Mattress Pad - Soft Washable Vinyl Free\", \"asin\": \"B093R34XY6\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Queen\"}, {\"Style\": \"Bamboo Viscose\"}]},\n{\"title\": \"Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)\", \"asin\": \"B07YBY374X\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Item Package Quantity\": \"1\"}]}],\n\"saved_items\": [{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Huge 26 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B09D9PLCDW\", \"options\": []},\n{\"title\": \"Ferrous Sulfate Heptahydrate - FeSO4*7H2O - 20% Iron - Very Soluble - 1 Pound\", \"asin\": \"B007ODUI76\", \"options\": []},\n{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Large 19.5 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B08C4Y3BCD\", \"options\": [{\"Size\": \"Large\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T03:48:30.240Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T21:52:57.792Z\", \"action\": \"click_product\", \"action_argument\": \"B01L9SD3K0\"}\n{\"timestamp\": \"2025-04-14T21:55:17.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0838SMXFZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T03:46:35.308Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T03:48:25.825Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:28.616Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:30.240Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz\", \"asin\": \"/promo/A2DORR75ODDLPG\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Eucerin Sun Tinted Age Defense SPF 50 Face Sunscreen Lotion with Hyaluronic Acid, Hypoallergenic, Non-Comedogenic Tinted Sunscreen SPF 50 Free of Fragrance, Oxybenzone and Octinoxate, 2.5 Fl Oz Bottle\", \"asin\": \"B0CLVM67FV\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\", \"asin\": \"/promo/A3HM6OMCGCI2J9\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Sun Bum Daily SPF 50 Sunscreen Body Lotion - Broad Spectrum Moisturizing Sunscreen with Vitamin E - Vegan and Hawaii 104 Act Compliant (Without Octinoxate & Oxybenzone) - Dermatologist Tested - 8 oz\", \"asin\": \"B0CNKXCL4X\", \"price\": \"$23.46\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Body Mist Sunscreen Spray, Broad Spectrum SPF 70, Lightweight Spray Sunscreen, Non-Greasy & Water Resistant, Oil-Free & Non-Comedogenic UVA/UVB, 5 oz, Pack of 3\", \"asin\": \"B076GZX3KL\", \"price\": \"$26.64\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Sport Active Defense SPF 70 Sunscreen Spray, Sweat & Water Resistant Spray Sunscreen with Broad Spectrum Protection for Sunburn Prevention, Oxybenzone-Free, Twin Pack, 5 oz, 2 Pack\", \"asin\": \"/promo/ATC703ZJ30NOA\", \"price\": \"$25.76\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free\", \"asin\": \"B07YGVSGMW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Clear Body SPF 50 Sunscreen Spray, Non-Greasy, Broad Spectrum Full Body Sunscreen Ideal for Oily Skin Moisturizes & Cools, Non-Comedogenic Spray Sunscreen, Oxybenzone-Free, 5 oz\", \"asin\": \"/promo/AAYFGG9ZNAXSR\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Resurfacing Retinol Serum For Post Acne Marks, Formulated With Licorice Root Extract & Niacinamide, Brightening Serum & Pore Minimizer For Face, Post Acne Skin Barrier Repair, Non-Comedogenic\", \"asin\": \"B07VWSN95S\", \"price\": \"$15.69\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Dry-Touch Water Resistant and Non-Greasy Sunscreen Lotion with Broad Spectrum SPF 70, 3 Fl Oz (Pack of 1)\", \"asin\": \"/promo/ANIH8Y4GCK1EX\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce\", \"asin\": \"B07YLKXV11\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Medium\"}]},\n{\"title\": \"Mattress Protector Queen Waterproof Mattress Cover Queen Size Mattress Pad Cover Breathable Noiseless Deep Pocket Bed Cover for 6-18\\\" Mattress Pad - Soft Washable Vinyl Free\", \"asin\": \"B093R34XY6\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Queen\"}, {\"Style\": \"Bamboo Viscose\"}]},\n{\"title\": \"Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)\", \"asin\": \"B07YBY374X\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Item Package Quantity\": \"1\"}]}],\n\"saved_items\": [{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Huge 26 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B09D9PLCDW\", \"options\": []},\n{\"title\": \"Ferrous Sulfate Heptahydrate - FeSO4*7H2O - 20% Iron - Very Soluble - 1 Pound\", \"asin\": \"B007ODUI76\", \"options\": []},\n{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Large 19.5 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B08C4Y3BCD\", \"options\": [{\"Size\": \"Large\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T03:48:31.498Z\", // 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
2025-04-22T03:48:31.498Z
click
quantity
rule
train
6
2025-04-22T03:48:31.498Z
click
quantity
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-14T21:52:57.792Z", "action": "click_product", "action_argument": "B01L9SD3K0"} {"timestamp": "2025-04-14T21:55:17.173Z", "action": "click_product", "action_argument": "B0838SMXFZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T03:46:35.308Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-22T03:48:25.825Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-22T03:48:28.616Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-22T03:48:30.240Z", "action": "click", "action_argument": "quantity"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "Neutrogena Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz", "asin": "/promo/A2DORR75ODDLPG", "price": "$14.88", "quantity": ""}, {"title": "Eucerin Sun Tinted Age Defense SPF 50 Face Sunscreen Lotion with Hyaluronic Acid, Hypoallergenic, Non-Comedogenic Tinted Sunscreen SPF 50 Free of Fragrance, Oxybenzone and Octinoxate, 2.5 Fl Oz Bottle", "asin": "B0CLVM67FV", "price": "$15.98", "quantity": ""}, {"title": "Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz", "asin": "/promo/A3HM6OMCGCI2J9", "price": "$14.88", "quantity": ""}, {"title": "Sun Bum Daily SPF 50 Sunscreen Body Lotion - Broad Spectrum Moisturizing Sunscreen with Vitamin E - Vegan and Hawaii 104 Act Compliant (Without Octinoxate & Oxybenzone) - Dermatologist Tested - 8 oz", "asin": "B0CNKXCL4X", "price": "$23.46", "quantity": ""}, {"title": "Neutrogena Ultra Sheer Body Mist Sunscreen Spray, Broad Spectrum SPF 70, Lightweight Spray Sunscreen, Non-Greasy & Water Resistant, Oil-Free & Non-Comedogenic UVA/UVB, 5 oz, Pack of 3", "asin": "B076GZX3KL", "price": "$26.64", "quantity": ""}, {"title": "Neutrogena Sport Active Defense SPF 70 Sunscreen Spray, Sweat & Water Resistant Spray Sunscreen with Broad Spectrum Protection for Sunburn Prevention, Oxybenzone-Free, Twin Pack, 5 oz, 2 Pack", "asin": "/promo/ATC703ZJ30NOA", "price": "$25.76", "quantity": ""}, {"title": "La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free", "asin": "B07YGVSGMW", "price": "$24.99", "quantity": ""}, {"title": "Neutrogena Clear Body SPF 50 Sunscreen Spray, Non-Greasy, Broad Spectrum Full Body Sunscreen Ideal for Oily Skin Moisturizes & Cools, Non-Comedogenic Spray Sunscreen, Oxybenzone-Free, 5 oz", "asin": "/promo/AAYFGG9ZNAXSR", "price": "$12.97", "quantity": ""}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$14.83", "quantity": ""}, {"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$12.89", "quantity": ""}, {"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$12.89", "quantity": ""}, {"title": "CeraVe Resurfacing Retinol Serum For Post Acne Marks, Formulated With Licorice Root Extract & Niacinamide, Brightening Serum & Pore Minimizer For Face, Post Acne Skin Barrier Repair, Non-Comedogenic", "asin": "B07VWSN95S", "price": "$15.69", "quantity": ""}, {"title": "Neutrogena Ultra Sheer Dry-Touch Water Resistant and Non-Greasy Sunscreen Lotion with Broad Spectrum SPF 70, 3 Fl Oz (Pack of 1)", "asin": "/promo/ANIH8Y4GCK1EX", "price": "$8.88", "quantity": ""}, {"title": "CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz", "asin": "B07XJ7XWLW", "price": "$19.99", "quantity": ""}], "active_items": [{"title": "Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face", "asin": "B001P92FMG", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": []}, {"title": "CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce", "asin": "B07YLKXV11", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Medium"}]}, {"title": "Mattress Protector Queen Waterproof Mattress Cover Queen Size Mattress Pad Cover Breathable Noiseless Deep Pocket Bed Cover for 6-18\" Mattress Pad - Soft Washable Vinyl Free", "asin": "B093R34XY6", "delivery": "Two-Day FREE delivery Wed, Apr 23 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Queen"}, {"Style": "Bamboo Viscose"}]}, {"title": "Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)", "asin": "B07YBY374X", "delivery": "Two-Day FREE delivery Wed, Apr 23 FREE Returns", "quantity": "1", "selected": true, "options": [{"Item Package Quantity": "1"}]}], "saved_items": [{"title": "Jellycat Snow Dragon Stuffed Animal, Huge 26 inches - Mythical Plush Toy - Classic Children's Gift", "asin": "B09D9PLCDW", "options": []}, {"title": "Ferrous Sulfate Heptahydrate - FeSO4*7H2O - 20% Iron - Very Soluble - 1 Pound", "asin": "B007ODUI76", "options": []}, {"title": "Jellycat Snow Dragon Stuffed Animal, Large 19.5 inches - Mythical Plush Toy - Classic Children's Gift", "asin": "B08C4Y3BCD", "options": [{"Size": "Large"}]}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T03:48:31.498Z", // 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\": \"2025-04-22T03:48:31.498Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-22T03:48:31.498Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "index": 6, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T21:52:57.792Z\", \"action\": \"click_product\", \"action_argument\": \"B01L9SD3K0\"}\n{\"timestamp\": \"2025-04-14T21:55:17.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0838SMXFZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T03:46:35.308Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T03:48:25.825Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:28.616Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:30.240Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz\", \"asin\": \"/promo/A2DORR75ODDLPG\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Eucerin Sun Tinted Age Defense SPF 50 Face Sunscreen Lotion with Hyaluronic Acid, Hypoallergenic, Non-Comedogenic Tinted Sunscreen SPF 50 Free of Fragrance, Oxybenzone and Octinoxate, 2.5 Fl Oz Bottle\", \"asin\": \"B0CLVM67FV\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\", \"asin\": \"/promo/A3HM6OMCGCI2J9\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Sun Bum Daily SPF 50 Sunscreen Body Lotion - Broad Spectrum Moisturizing Sunscreen with Vitamin E - Vegan and Hawaii 104 Act Compliant (Without Octinoxate & Oxybenzone) - Dermatologist Tested - 8 oz\", \"asin\": \"B0CNKXCL4X\", \"price\": \"$23.46\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Body Mist Sunscreen Spray, Broad Spectrum SPF 70, Lightweight Spray Sunscreen, Non-Greasy & Water Resistant, Oil-Free & Non-Comedogenic UVA/UVB, 5 oz, Pack of 3\", \"asin\": \"B076GZX3KL\", \"price\": \"$26.64\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Sport Active Defense SPF 70 Sunscreen Spray, Sweat & Water Resistant Spray Sunscreen with Broad Spectrum Protection for Sunburn Prevention, Oxybenzone-Free, Twin Pack, 5 oz, 2 Pack\", \"asin\": \"/promo/ATC703ZJ30NOA\", \"price\": \"$25.76\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free\", \"asin\": \"B07YGVSGMW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Clear Body SPF 50 Sunscreen Spray, Non-Greasy, Broad Spectrum Full Body Sunscreen Ideal for Oily Skin Moisturizes & Cools, Non-Comedogenic Spray Sunscreen, Oxybenzone-Free, 5 oz\", \"asin\": \"/promo/AAYFGG9ZNAXSR\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Resurfacing Retinol Serum For Post Acne Marks, Formulated With Licorice Root Extract & Niacinamide, Brightening Serum & Pore Minimizer For Face, Post Acne Skin Barrier Repair, Non-Comedogenic\", \"asin\": \"B07VWSN95S\", \"price\": \"$15.69\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Dry-Touch Water Resistant and Non-Greasy Sunscreen Lotion with Broad Spectrum SPF 70, 3 Fl Oz (Pack of 1)\", \"asin\": \"/promo/ANIH8Y4GCK1EX\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce\", \"asin\": \"B07YLKXV11\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Medium\"}]},\n{\"title\": \"Mattress Protector Queen Waterproof Mattress Cover Queen Size Mattress Pad Cover Breathable Noiseless Deep Pocket Bed Cover for 6-18\\\" Mattress Pad - Soft Washable Vinyl Free\", \"asin\": \"B093R34XY6\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Queen\"}, {\"Style\": \"Bamboo Viscose\"}]},\n{\"title\": \"Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)\", \"asin\": \"B07YBY374X\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Item Package Quantity\": \"1\"}]}],\n\"saved_items\": [{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Huge 26 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B09D9PLCDW\", \"options\": []},\n{\"title\": \"Ferrous Sulfate Heptahydrate - FeSO4*7H2O - 20% Iron - Very Soluble - 1 Pound\", \"asin\": \"B007ODUI76\", \"options\": []},\n{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Large 19.5 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B08C4Y3BCD\", \"options\": [{\"Size\": \"Large\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T03:48:31.498Z\", // 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\": \"2025-04-14T21:52:57.792Z\", \"action\": \"click_product\", \"action_argument\": \"B01L9SD3K0\"}\n{\"timestamp\": \"2025-04-14T21:55:17.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0838SMXFZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T03:46:35.308Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T03:48:25.825Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:28.616Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:30.240Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:31.498Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz\", \"asin\": \"/promo/A2DORR75ODDLPG\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Eucerin Sun Tinted Age Defense SPF 50 Face Sunscreen Lotion with Hyaluronic Acid, Hypoallergenic, Non-Comedogenic Tinted Sunscreen SPF 50 Free of Fragrance, Oxybenzone and Octinoxate, 2.5 Fl Oz Bottle\", \"asin\": \"B0CLVM67FV\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\", \"asin\": \"/promo/A3HM6OMCGCI2J9\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Sun Bum Daily SPF 50 Sunscreen Body Lotion - Broad Spectrum Moisturizing Sunscreen with Vitamin E - Vegan and Hawaii 104 Act Compliant (Without Octinoxate & Oxybenzone) - Dermatologist Tested - 8 oz\", \"asin\": \"B0CNKXCL4X\", \"price\": \"$23.46\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Body Mist Sunscreen Spray, Broad Spectrum SPF 70, Lightweight Spray Sunscreen, Non-Greasy & Water Resistant, Oil-Free & Non-Comedogenic UVA/UVB, 5 oz, Pack of 3\", \"asin\": \"B076GZX3KL\", \"price\": \"$26.64\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Sport Active Defense SPF 70 Sunscreen Spray, Sweat & Water Resistant Spray Sunscreen with Broad Spectrum Protection for Sunburn Prevention, Oxybenzone-Free, Twin Pack, 5 oz, 2 Pack\", \"asin\": \"/promo/ATC703ZJ30NOA\", \"price\": \"$25.76\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free\", \"asin\": \"B07YGVSGMW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Clear Body SPF 50 Sunscreen Spray, Non-Greasy, Broad Spectrum Full Body Sunscreen Ideal for Oily Skin Moisturizes & Cools, Non-Comedogenic Spray Sunscreen, Oxybenzone-Free, 5 oz\", \"asin\": \"/promo/AAYFGG9ZNAXSR\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Resurfacing Retinol Serum For Post Acne Marks, Formulated With Licorice Root Extract & Niacinamide, Brightening Serum & Pore Minimizer For Face, Post Acne Skin Barrier Repair, Non-Comedogenic\", \"asin\": \"B07VWSN95S\", \"price\": \"$15.69\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Dry-Touch Water Resistant and Non-Greasy Sunscreen Lotion with Broad Spectrum SPF 70, 3 Fl Oz (Pack of 1)\", \"asin\": \"/promo/ANIH8Y4GCK1EX\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce\", \"asin\": \"B07YLKXV11\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Medium\"}]},\n{\"title\": \"Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)\", \"asin\": \"B07YBY374X\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Item Package Quantity\": \"1\"}]}],\n\"saved_items\": [{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Huge 26 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B09D9PLCDW\", \"options\": []},\n{\"title\": \"Ferrous Sulfate Heptahydrate - FeSO4*7H2O - 20% Iron - Very Soluble - 1 Pound\", \"asin\": \"B007ODUI76\", \"options\": []},\n{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Large 19.5 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B08C4Y3BCD\", \"options\": [{\"Size\": \"Large\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T03:48:33.342Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T03:48:33.342Z
click
quantity
rule
train
7
2025-04-22T03:48:33.342Z
click
quantity
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-14T21:52:57.792Z", "action": "click_product", "action_argument": "B01L9SD3K0"} {"timestamp": "2025-04-14T21:55:17.173Z", "action": "click_product", "action_argument": "B0838SMXFZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T03:46:35.308Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-22T03:48:25.825Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-22T03:48:28.616Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-22T03:48:30.240Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-22T03:48:31.498Z", "action": "click", "action_argument": "quantity"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "Neutrogena Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz", "asin": "/promo/A2DORR75ODDLPG", "price": "$14.88", "quantity": ""}, {"title": "Eucerin Sun Tinted Age Defense SPF 50 Face Sunscreen Lotion with Hyaluronic Acid, Hypoallergenic, Non-Comedogenic Tinted Sunscreen SPF 50 Free of Fragrance, Oxybenzone and Octinoxate, 2.5 Fl Oz Bottle", "asin": "B0CLVM67FV", "price": "$15.98", "quantity": ""}, {"title": "Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz", "asin": "/promo/A3HM6OMCGCI2J9", "price": "$14.88", "quantity": ""}, {"title": "Sun Bum Daily SPF 50 Sunscreen Body Lotion - Broad Spectrum Moisturizing Sunscreen with Vitamin E - Vegan and Hawaii 104 Act Compliant (Without Octinoxate & Oxybenzone) - Dermatologist Tested - 8 oz", "asin": "B0CNKXCL4X", "price": "$23.46", "quantity": ""}, {"title": "Neutrogena Ultra Sheer Body Mist Sunscreen Spray, Broad Spectrum SPF 70, Lightweight Spray Sunscreen, Non-Greasy & Water Resistant, Oil-Free & Non-Comedogenic UVA/UVB, 5 oz, Pack of 3", "asin": "B076GZX3KL", "price": "$26.64", "quantity": ""}, {"title": "Neutrogena Sport Active Defense SPF 70 Sunscreen Spray, Sweat & Water Resistant Spray Sunscreen with Broad Spectrum Protection for Sunburn Prevention, Oxybenzone-Free, Twin Pack, 5 oz, 2 Pack", "asin": "/promo/ATC703ZJ30NOA", "price": "$25.76", "quantity": ""}, {"title": "La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free", "asin": "B07YGVSGMW", "price": "$24.99", "quantity": ""}, {"title": "Neutrogena Clear Body SPF 50 Sunscreen Spray, Non-Greasy, Broad Spectrum Full Body Sunscreen Ideal for Oily Skin Moisturizes & Cools, Non-Comedogenic Spray Sunscreen, Oxybenzone-Free, 5 oz", "asin": "/promo/AAYFGG9ZNAXSR", "price": "$12.97", "quantity": ""}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$14.83", "quantity": ""}, {"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$12.89", "quantity": ""}, {"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$12.89", "quantity": ""}, {"title": "CeraVe Resurfacing Retinol Serum For Post Acne Marks, Formulated With Licorice Root Extract & Niacinamide, Brightening Serum & Pore Minimizer For Face, Post Acne Skin Barrier Repair, Non-Comedogenic", "asin": "B07VWSN95S", "price": "$15.69", "quantity": ""}, {"title": "Neutrogena Ultra Sheer Dry-Touch Water Resistant and Non-Greasy Sunscreen Lotion with Broad Spectrum SPF 70, 3 Fl Oz (Pack of 1)", "asin": "/promo/ANIH8Y4GCK1EX", "price": "$8.88", "quantity": ""}, {"title": "CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz", "asin": "B07XJ7XWLW", "price": "$19.99", "quantity": ""}], "active_items": [{"title": "Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face", "asin": "B001P92FMG", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": []}, {"title": "CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce", "asin": "B07YLKXV11", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Medium"}]}, {"title": "Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)", "asin": "B07YBY374X", "delivery": "Two-Day FREE delivery Wed, Apr 23 FREE Returns", "quantity": "1", "selected": true, "options": [{"Item Package Quantity": "1"}]}], "saved_items": [{"title": "Jellycat Snow Dragon Stuffed Animal, Huge 26 inches - Mythical Plush Toy - Classic Children's Gift", "asin": "B09D9PLCDW", "options": []}, {"title": "Ferrous Sulfate Heptahydrate - FeSO4*7H2O - 20% Iron - Very Soluble - 1 Pound", "asin": "B007ODUI76", "options": []}, {"title": "Jellycat Snow Dragon Stuffed Animal, Large 19.5 inches - Mythical Plush Toy - Classic Children's Gift", "asin": "B08C4Y3BCD", "options": [{"Size": "Large"}]}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T03:48:33.342Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-22T03:48:33.342Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-22T03:48:33.342Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "index": 7, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T21:52:57.792Z\", \"action\": \"click_product\", \"action_argument\": \"B01L9SD3K0\"}\n{\"timestamp\": \"2025-04-14T21:55:17.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0838SMXFZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T03:46:35.308Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T03:48:25.825Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:28.616Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:30.240Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:31.498Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Ultra Sheer Face Liquid Mineral Sunscreen, Lightweight, Broad Spectrum SPF 70 Facial Sunscreen for Sensitive Skin Leaves a Silky, Non-Greasy Finish, Oxybenzone-Free, 1.4 fl. oz\", \"asin\": \"/promo/A2DORR75ODDLPG\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Eucerin Sun Tinted Age Defense SPF 50 Face Sunscreen Lotion with Hyaluronic Acid, Hypoallergenic, Non-Comedogenic Tinted Sunscreen SPF 50 Free of Fragrance, Oxybenzone and Octinoxate, 2.5 Fl Oz Bottle\", \"asin\": \"B0CLVM67FV\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\", \"asin\": \"/promo/A3HM6OMCGCI2J9\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Sun Bum Daily SPF 50 Sunscreen Body Lotion - Broad Spectrum Moisturizing Sunscreen with Vitamin E - Vegan and Hawaii 104 Act Compliant (Without Octinoxate & Oxybenzone) - Dermatologist Tested - 8 oz\", \"asin\": \"B0CNKXCL4X\", \"price\": \"$23.46\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Body Mist Sunscreen Spray, Broad Spectrum SPF 70, Lightweight Spray Sunscreen, Non-Greasy & Water Resistant, Oil-Free & Non-Comedogenic UVA/UVB, 5 oz, Pack of 3\", \"asin\": \"B076GZX3KL\", \"price\": \"$26.64\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Sport Active Defense SPF 70 Sunscreen Spray, Sweat & Water Resistant Spray Sunscreen with Broad Spectrum Protection for Sunburn Prevention, Oxybenzone-Free, Twin Pack, 5 oz, 2 Pack\", \"asin\": \"/promo/ATC703ZJ30NOA\", \"price\": \"$25.76\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 100, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, For Sun Sensitive Skin, Oxybenzone Free\", \"asin\": \"B07YGVSGMW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Clear Body SPF 50 Sunscreen Spray, Non-Greasy, Broad Spectrum Full Body Sunscreen Ideal for Oily Skin Moisturizes & Cools, Non-Comedogenic Spray Sunscreen, Oxybenzone-Free, 5 oz\", \"asin\": \"/promo/AAYFGG9ZNAXSR\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Resurfacing Retinol Serum For Post Acne Marks, Formulated With Licorice Root Extract & Niacinamide, Brightening Serum & Pore Minimizer For Face, Post Acne Skin Barrier Repair, Non-Comedogenic\", \"asin\": \"B07VWSN95S\", \"price\": \"$15.69\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Dry-Touch Water Resistant and Non-Greasy Sunscreen Lotion with Broad Spectrum SPF 70, 3 Fl Oz (Pack of 1)\", \"asin\": \"/promo/ANIH8Y4GCK1EX\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Anti Aging Retinol Serum For Face, Encapsulated Retinol With Hyaluronic Acid, Niacinamide & Ceramides, Smooths Wrinkles & Fine Lines, Gentle Skin Brightening Serum, Fragrance Free, 1 Oz\", \"asin\": \"B07XJ7XWLW\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce\", \"asin\": \"B07YLKXV11\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Medium\"}]},\n{\"title\": \"Sow Right Seeds - Luffa Gourd Seed for Planting - Non-GMO Heirloom Packet with Instructions to Plant a Home Vegetable Garden - Grow Your Own Loofah Sponge at Home - Show Off Unique Gourds (1)\", \"asin\": \"B07YBY374X\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 23 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Item Package Quantity\": \"1\"}]}],\n\"saved_items\": [{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Huge 26 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B09D9PLCDW\", \"options\": []},\n{\"title\": \"Ferrous Sulfate Heptahydrate - FeSO4*7H2O - 20% Iron - Very Soluble - 1 Pound\", \"asin\": \"B007ODUI76\", \"options\": []},\n{\"title\": \"Jellycat Snow Dragon Stuffed Animal, Large 19.5 inches - Mythical Plush Toy - Classic Children's Gift\", \"asin\": \"B08C4Y3BCD\", \"options\": [{\"Size\": \"Large\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T03:48:33.342Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T21:52:57.792Z\", \"action\": \"click_product\", \"action_argument\": \"B01L9SD3K0\"}\n{\"timestamp\": \"2025-04-14T21:55:17.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0838SMXFZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T03:46:35.308Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T03:48:25.825Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:28.616Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:30.240Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:31.498Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:33.342Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"price\": \"$10.68\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce\", \"asin\": \"B07YLKXV11\", \"price\": \"$13.97\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07HFHWNPH\"},\n{\"title\": \"La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 60, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, Lightweight & Fast Absorbing, Oxybenzone Free\"},\n{\"price\": \"$25.99\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"3 Fl Oz (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Supergoop! Unseen Sunscreen - SPF 40 - Invisible, Broad Spectrum Face Sunscreen + Makeup-Gripping Primer - Weightless, Scentless, Oil Free - For All Skin Types & Skin Tones - 1.7 fl oz\", \"asin\": \"B08CFVM1TT\", \"price\": \"$38.00\", \"quantity\": \"\"},\n{\"title\": \"Paula's Choice RESIST Daily Hydrating Fluid Face Moisturizer SPF 50, UVA & UVB Protection, Chamomile & Vitamin E, Lightweight Sunscreen for Oily Skin, Fragrance-Free\", \"asin\": \"B00NGGFLTU\", \"price\": \"$39.00\", \"quantity\": \"\"},\n{\"title\": \"EltaMD UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin\", \"asin\": \"B00J5KDCO2\", \"price\": \"$42.00\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\", \"asin\": \"B09MV3MHJD\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"price\": \"$10.68\", \"quantity\": \"\"},\n{\"title\": \"EltaMD UV Daily SPF 40 Face Sunscreen Moisturizer with Zinc Oxide, Daily Face Moisturizer with SPF, Sunscreen, 1.7 oz Pump\", \"asin\": \"B00464EC1E\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Protect + Hydrate Sunscreen Moisturizing Face Lotion with Broad Spectrum SPF 60 and Prebiotic Oat, Paraben, Phthalate, Oxybenzone and Oil Free Sunscreen for Sensitive Skin, 2.0 FL OZ\", \"asin\": \"B08L8C6XCY\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"Coppertone Complete Face Sunscreen Lotion SPF 45, Weightless and Oil-Free, Water Resistant Sunscreen with Proven UVA/UVB Protection, 2.5 Fl Oz Tube\", \"asin\": \"B0BKGYBBRT\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Coppertone Every Tone Invisible Finish Brightening UV Defense Face Sunscreen SPF 60+ with Niacinamide, Lightweight, Blends in Clear Sunscreen for All Skin Tones, 1.7 Fl Oz Pump Bottle\", \"asin\": \"B0DJTYWV23\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"ISDIN Eryfotona Actinica Zinc Oxide and 100% Mineral Sunscreen Broad Spectrum SPF 50+, No White Cast, Suitable for Sensitive Skin\", \"asin\": \"B07RXS4FQM\", \"price\": \"$73.00\", \"quantity\": \"\"},\n{\"title\": \"ISDIN Eryfotona Ageless Sunscreen Zinc Oxide and 100% Mineral Tinted Sunscreen SPF 50+\", \"asin\": \"B07ZZFYNKL\", \"price\": \"$78.00\", \"quantity\": \"\"},\n{\"title\": \"Supergoop! Unseen Sunscreen - SPF 40 - Invisible, Broad Spectrum Face Sunscreen + Makeup-Gripping Primer - Weightless, Scentless, Oil Free - For All Skin Types & Skin Tones - 1.7 fl oz\", \"asin\": \"B08CFVM1TT\", \"price\": \"$38.00\", \"quantity\": \"\"},\n{\"title\": \"EltaMD UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen\", \"asin\": \"B002MSN3QQ\", \"price\": \"$44.00\", \"quantity\": \"\"},\n{\"title\": \"EltaMD UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin\", \"asin\": \"B00J5KDCO2\", \"price\": \"$42.00\", \"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\": \"2025-04-22T04:05:41.640Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T04:05:41.640Z
purchase
B07HFHWNPH
rule
train
8
2025-04-22T04:05:41.640Z
purchase
B07HFHWNPH
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-14T21:52:57.792Z", "action": "click_product", "action_argument": "B01L9SD3K0"} {"timestamp": "2025-04-14T21:55:17.173Z", "action": "click_product", "action_argument": "B0838SMXFZ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T03:46:35.308Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-22T03:48:25.825Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-22T03:48:28.616Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-22T03:48:30.240Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-22T03:48:31.498Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-22T03:48:33.342Z", "action": "click", "action_argument": "quantity"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face", "asin": "B001P92FMG", "price": "$10.68", "quantity": "1"}, {"title": "CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce", "asin": "B07YLKXV11", "price": "$13.97", "quantity": "1"}], "product_details": [{"asin": "B07HFHWNPH"}, {"title": "La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 60, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, Lightweight & Fast Absorbing, Oxybenzone Free"}, {"price": "$25.99"}], "product_quantity": [{"quantity": "1"}, {"quantity": "1"}], "product_options": [{"Size": "3 Fl Oz (Pack of 1)"}], "promotion_items": [{"title": "Supergoop! Unseen Sunscreen - SPF 40 - Invisible, Broad Spectrum Face Sunscreen + Makeup-Gripping Primer - Weightless, Scentless, Oil Free - For All Skin Types & Skin Tones - 1.7 fl oz", "asin": "B08CFVM1TT", "price": "$38.00", "quantity": ""}, {"title": "Paula's Choice RESIST Daily Hydrating Fluid Face Moisturizer SPF 50, UVA & UVB Protection, Chamomile & Vitamin E, Lightweight Sunscreen for Oily Skin, Fragrance-Free", "asin": "B00NGGFLTU", "price": "$39.00", "quantity": ""}, {"title": "EltaMD UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin", "asin": "B00J5KDCO2", "price": "$42.00", "quantity": ""}, {"title": "Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz", "asin": "B09MV3MHJD", "price": "$14.88", "quantity": ""}, {"title": "Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face", "asin": "B001P92FMG", "price": "$10.68", "quantity": ""}, {"title": "EltaMD UV Daily SPF 40 Face Sunscreen Moisturizer with Zinc Oxide, Daily Face Moisturizer with SPF, Sunscreen, 1.7 oz Pump", "asin": "B00464EC1E", "price": "$40.00", "quantity": ""}, {"title": "Aveeno Protect + Hydrate Sunscreen Moisturizing Face Lotion with Broad Spectrum SPF 60 and Prebiotic Oat, Paraben, Phthalate, Oxybenzone and Oil Free Sunscreen for Sensitive Skin, 2.0 FL OZ", "asin": "B08L8C6XCY", "price": "$14.49", "quantity": ""}, {"title": "Coppertone Complete Face Sunscreen Lotion SPF 45, Weightless and Oil-Free, Water Resistant Sunscreen with Proven UVA/UVB Protection, 2.5 Fl Oz Tube", "asin": "B0BKGYBBRT", "price": "$12.49", "quantity": ""}, {"title": "Coppertone Every Tone Invisible Finish Brightening UV Defense Face Sunscreen SPF 60+ with Niacinamide, Lightweight, Blends in Clear Sunscreen for All Skin Tones, 1.7 Fl Oz Pump Bottle", "asin": "B0DJTYWV23", "price": "$14.49", "quantity": ""}, {"title": "ISDIN Eryfotona Actinica Zinc Oxide and 100% Mineral Sunscreen Broad Spectrum SPF 50+, No White Cast, Suitable for Sensitive Skin", "asin": "B07RXS4FQM", "price": "$73.00", "quantity": ""}, {"title": "ISDIN Eryfotona Ageless Sunscreen Zinc Oxide and 100% Mineral Tinted Sunscreen SPF 50+", "asin": "B07ZZFYNKL", "price": "$78.00", "quantity": ""}, {"title": "Supergoop! Unseen Sunscreen - SPF 40 - Invisible, Broad Spectrum Face Sunscreen + Makeup-Gripping Primer - Weightless, Scentless, Oil Free - For All Skin Types & Skin Tones - 1.7 fl oz", "asin": "B08CFVM1TT", "price": "$38.00", "quantity": ""}, {"title": "EltaMD UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen", "asin": "B002MSN3QQ", "price": "$44.00", "quantity": ""}, {"title": "EltaMD UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin", "asin": "B00J5KDCO2", "price": "$42.00", "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": "2025-04-22T04:05:41.640Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-22T04:05:41.640Z\",\"action\": \"purchase\",\"acion_argument\": \"B07HFHWNPH\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-22T04:05:41.640Z\",\"action\": \"purchase\",\"acion_argument\": \"B07HFHWNPH\",}</answer>", "index": 8, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T21:52:57.792Z\", \"action\": \"click_product\", \"action_argument\": \"B01L9SD3K0\"}\n{\"timestamp\": \"2025-04-14T21:55:17.173Z\", \"action\": \"click_product\", \"action_argument\": \"B0838SMXFZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T03:46:35.308Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T03:48:25.825Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:28.616Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:30.240Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:31.498Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-22T03:48:33.342Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"price\": \"$10.68\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Hydrating Mineral Sunscreen SPF 30 with Sheer Tint, Tinted Mineral Sunscreen with Zinc Oxide & Titanium Dioxide, Blends Seamlessly For Healthy Glow, Medium, 1.7 Fluid Ounce\", \"asin\": \"B07YLKXV11\", \"price\": \"$13.97\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07HFHWNPH\"},\n{\"title\": \"La Roche-Posay Anthelios Melt-In Milk Sunscreen SPF 60, Sunscreen For Body & Face, Broad Spectrum SPF + Antioxidants, Oil Free, Lightweight & Fast Absorbing, Oxybenzone Free\"},\n{\"price\": \"$25.99\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"3 Fl Oz (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Supergoop! Unseen Sunscreen - SPF 40 - Invisible, Broad Spectrum Face Sunscreen + Makeup-Gripping Primer - Weightless, Scentless, Oil Free - For All Skin Types & Skin Tones - 1.7 fl oz\", \"asin\": \"B08CFVM1TT\", \"price\": \"$38.00\", \"quantity\": \"\"},\n{\"title\": \"Paula's Choice RESIST Daily Hydrating Fluid Face Moisturizer SPF 50, UVA & UVB Protection, Chamomile & Vitamin E, Lightweight Sunscreen for Oily Skin, Fragrance-Free\", \"asin\": \"B00NGGFLTU\", \"price\": \"$39.00\", \"quantity\": \"\"},\n{\"title\": \"EltaMD UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin\", \"asin\": \"B00J5KDCO2\", \"price\": \"$42.00\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Ultra Sheer Moisturizing Face Serum with Vitamin E & SPF 60, All Day Facial Sunscreen Serum with Broad Spectrum UVA/UVB Protection, Fragrance-Free, Oxybenzone-Free, 1.7 Fl Oz\", \"asin\": \"B09MV3MHJD\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Sport Face Sunscreen SPF 70+, Oil-Free, 2.5 fl oz, Sweat & Water-Resistant, Broad-Spectrum UVA/UVB, Nourish & Restore Skin Balance, Oxybenzone Free Sunscreen For Face\", \"asin\": \"B001P92FMG\", \"price\": \"$10.68\", \"quantity\": \"\"},\n{\"title\": \"EltaMD UV Daily SPF 40 Face Sunscreen Moisturizer with Zinc Oxide, Daily Face Moisturizer with SPF, Sunscreen, 1.7 oz Pump\", \"asin\": \"B00464EC1E\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Protect + Hydrate Sunscreen Moisturizing Face Lotion with Broad Spectrum SPF 60 and Prebiotic Oat, Paraben, Phthalate, Oxybenzone and Oil Free Sunscreen for Sensitive Skin, 2.0 FL OZ\", \"asin\": \"B08L8C6XCY\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"Coppertone Complete Face Sunscreen Lotion SPF 45, Weightless and Oil-Free, Water Resistant Sunscreen with Proven UVA/UVB Protection, 2.5 Fl Oz Tube\", \"asin\": \"B0BKGYBBRT\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Coppertone Every Tone Invisible Finish Brightening UV Defense Face Sunscreen SPF 60+ with Niacinamide, Lightweight, Blends in Clear Sunscreen for All Skin Tones, 1.7 Fl Oz Pump Bottle\", \"asin\": \"B0DJTYWV23\", \"price\": \"$14.49\", \"quantity\": \"\"},\n{\"title\": \"ISDIN Eryfotona Actinica Zinc Oxide and 100% Mineral Sunscreen Broad Spectrum SPF 50+, No White Cast, Suitable for Sensitive Skin\", \"asin\": \"B07RXS4FQM\", \"price\": \"$73.00\", \"quantity\": \"\"},\n{\"title\": \"ISDIN Eryfotona Ageless Sunscreen Zinc Oxide and 100% Mineral Tinted Sunscreen SPF 50+\", \"asin\": \"B07ZZFYNKL\", \"price\": \"$78.00\", \"quantity\": \"\"},\n{\"title\": \"Supergoop! Unseen Sunscreen - SPF 40 - Invisible, Broad Spectrum Face Sunscreen + Makeup-Gripping Primer - Weightless, Scentless, Oil Free - For All Skin Types & Skin Tones - 1.7 fl oz\", \"asin\": \"B08CFVM1TT\", \"price\": \"$38.00\", \"quantity\": \"\"},\n{\"title\": \"EltaMD UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen\", \"asin\": \"B002MSN3QQ\", \"price\": \"$44.00\", \"quantity\": \"\"},\n{\"title\": \"EltaMD UV Daily SPF 40 Tinted Face Sunscreen Moisturizer, Tinted Moisturizer for Face with SPF, Great for Dry, Combination, and Normal Skin\", \"asin\": \"B00J5KDCO2\", \"price\": \"$42.00\", \"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\": \"2025-04-22T04:05:41.640Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\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\"product_details\": [{\"asin\": \"B0DBZ3JYRF\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\"},\n{\"price\": \"$5.99\"},\n{\"bullet_list\": \"Scent:White Jasmine.The fragrance captivates with a citrusy lemon and bergamot zing, blossoms into a seductive white jasmine heart, and finally settles into a creamy sandalwood and musk embrace, reminiscent of a moonlit stroll through an enchanting jasmine garden. Long-lasting Fragrance: Airkeep car fragrance hanging ornaments provide a refreshing and long-lasting aroma, ensuring a pleasant driving experience. Premium quality materials: Airkeep fragrant ceramics are made of high-quality aromatic oil and environmentally friendly ceramics, which are very durable and release a pleasant fragrance without any harmful chemicals. It is safe in daily use and ensures a fresh and clean interior environment inside your vehicle. Multipurpose Usage: Besides being used in cars, our hanging air fresheners can also be placed in small spaces such as offices, bathrooms, and even gym lockers. Keep your surroundings pleasantly scented wherever you go. Thoughtful Gifts: Scented ceramics make for thoughtful and personalized gifts. They are suitable for various occasions, such as birthdays, housewarmings, holidays, and more.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White Tea(Square Ceramic)\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T01:08:33.297Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-03T01:08:33.297Z
click
product_option
rule
train
9
2025-04-03T01:08:33.297Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} <|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": ""}], "product_details": [{"asin": "B0DBZ3JYRF"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance"}, {"price": "$5.99"}, {"bullet_list": "Scent:White Jasmine.The fragrance captivates with a citrusy lemon and bergamot zing, blossoms into a seductive white jasmine heart, and finally settles into a creamy sandalwood and musk embrace, reminiscent of a moonlit stroll through an enchanting jasmine garden. Long-lasting Fragrance: Airkeep car fragrance hanging ornaments provide a refreshing and long-lasting aroma, ensuring a pleasant driving experience. Premium quality materials: Airkeep fragrant ceramics are made of high-quality aromatic oil and environmentally friendly ceramics, which are very durable and release a pleasant fragrance without any harmful chemicals. It is safe in daily use and ensures a fresh and clean interior environment inside your vehicle. Multipurpose Usage: Besides being used in cars, our hanging air fresheners can also be placed in small spaces such as offices, bathrooms, and even gym lockers. Keep your surroundings pleasantly scented wherever you go. Thoughtful Gifts: Scented ceramics make for thoughtful and personalized gifts. They are suitable for various occasions, such as birthdays, housewarmings, holidays, and more."}], "product_quantity": [{"quantity": "1"}, {"quantity": "1"}], "product_options": [{"Color": "White Tea(Square Ceramic)"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-03T01:08:33.297Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-03T01:08:33.297Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-03T01:08:33.297Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 9, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\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\"product_details\": [{\"asin\": \"B0DBZ3JYRF\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\"},\n{\"price\": \"$5.99\"},\n{\"bullet_list\": \"Scent:White Jasmine.The fragrance captivates with a citrusy lemon and bergamot zing, blossoms into a seductive white jasmine heart, and finally settles into a creamy sandalwood and musk embrace, reminiscent of a moonlit stroll through an enchanting jasmine garden. Long-lasting Fragrance: Airkeep car fragrance hanging ornaments provide a refreshing and long-lasting aroma, ensuring a pleasant driving experience. Premium quality materials: Airkeep fragrant ceramics are made of high-quality aromatic oil and environmentally friendly ceramics, which are very durable and release a pleasant fragrance without any harmful chemicals. It is safe in daily use and ensures a fresh and clean interior environment inside your vehicle. Multipurpose Usage: Besides being used in cars, our hanging air fresheners can also be placed in small spaces such as offices, bathrooms, and even gym lockers. Keep your surroundings pleasantly scented wherever you go. Thoughtful Gifts: Scented ceramics make for thoughtful and personalized gifts. They are suitable for various occasions, such as birthdays, housewarmings, holidays, and more.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White Tea(Square Ceramic)\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T01:08:33.297Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"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\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.99\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$15.29\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CYZKP9CF\"},\n{\"title\": \"Airkeep Car Air Freshener - White Tea Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\"},\n{\"price\": \"$4.99\"},\n{\"bullet_list\": \"Scent: White Tea.The fragrance was a slight green and astringent aroma of tea at first, followed by a rich aroma of white tea and jasmine flowers. Finally, the fragrance of bamboo lingers endlessly, reminiscent of the comfort of tea tasting in a leisurely afternoon. The hot air of tea rises, giving it a fresh and hazy feeling. Long-lasting Fragrance: Airkeep car fragrance hanging ornaments provide a refreshing and long-lasting aroma, ensuring a pleasant driving experience. Premium quality materials: Airkeep fragrant ceramics are made of high-quality aromatic oil and environmentally friendly ceramics, which are very durable and release a pleasant fragrance without any harmful chemicals. It is safe in daily use and ensures a fresh and clean interior environment inside your vehicle. Multipurpose Usage: Besides being used in cars, our hanging air fresheners can also be placed in small spaces such as offices, bathrooms, and even gym lockers. Keep your surroundings pleasantly scented wherever you go. Thoughtful Gifts: Scented ceramics make for thoughtful and personalized gifts. They are suitable for various occasions, such as birthdays, housewarmings, holidays, and more.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Ocean Mist&amp;Sea Salt\\uff08Square Ceramic)\"}],\n\"promotion_items\": [{\"title\": \"COCORR\\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance\", \"asin\": \"B0C741HDKR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Cenriot Car Air Freshener(Lustre)-Long Lasting Scented Sachet, Luxury Car Fragrance Diffuser, Magnetic Vent Clip and Hanging Ribbon, Clean and Natural with Essential Oil, For Home Drawer and Closet\", \"asin\": \"B0D1BHVW2N\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Vacation Hanging Air Freshener, Award-Winning Signature Sunscreen Scent, Deodorizer for Car, Home & Office (Pack of 3)\", \"asin\": \"B0BSVCCCS9\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"MAKYTWOW Car Air Freshener, Long Lasting Scented Ceramic Stone for Wardrobe, Closets, Bathroom, Smell Good for Car, Scented Gift for Women Men,Rose\", \"asin\": \"B0CWNM7GKX\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"COOLGIRLCANDLES Pistachio Salted Caramel Hanging Car Air Freshener and Essential Oil Diffuser - Automobile Aromatherapy Diffuser Bottle\", \"asin\": \"B0CMQ5XCTK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Vilicci Tobacco Vanilla Car Fragrance \\u2013 Premium Auto Perfume & Car Air Freshener | Sophisticated & Timeless Scent | Long-Lasting (Up to 120 Days) | Odor Eliminating | Vegan, Cruelty-Free\", \"asin\": \"B08KP31SZQ\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Drift Car Air Freshener - Stone Air Freshener Starter Set - Car Odor Eliminator - Pine Scent\", \"asin\": \"B0CP4BFFXZ\", \"price\": \"$16.95\", \"quantity\": \"\"},\n{\"title\": \"Hanging Car Air Freshener for Women, Deodorizing Technology, Fragrance Diffuser, St...\", \"asin\": \"B0DY7X7F8B\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit\", \"asin\": \"B0C1HJV7BJ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"A&D Hanging Air Freshener for Car, Home, Office, Bathroom | 8 Pack | Multiple Desig...\", \"asin\": \"B0CVVG1ZMY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"COCORR\\u00cdNA Scented Sachet - Set of 3 Sandalwood Rose/Clean Linen/White Lotus - Scented Sachet Bags, Car Air Freshener Scented Gift Sets for Car Drawer\", \"asin\": \"B0BVZC895W\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Daily Unisex Amber Sandalwood Car Air Freshener Hanging,Car Diffuser Air Fresheners...\", \"asin\": \"B0DP2DN4JH\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Car Air Freshener Handmade Scented Ceramic Flower for Drawers and Closets, Gifts fo...\", \"asin\": \"B0DPCZMJFM\", \"price\": \"$14.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Airkeep Car Air Freshener - White Tea Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CYZKP9CF\", \"price\": \"$4.99\"},\n{\"title\": \"COCORR\\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance\", \"asin\": \"B0C741HDKR\", \"price\": \"$9.99\"},\n{\"title\": \"Armor All Essential Blends Car Air Freshener, Car Odor Eliminator, White Tea and Rose Scent, 0.08 Fl Oz, Multicolor, 1 Count (Pack of 1)\", \"asin\": \"B07NBRSS68\", \"price\": \"$9.11\"},\n{\"title\": \"Cenriot Car Air Freshener(Reverie)-Long Lasting Scented Sachet, Luxury Car Fragrance Diffuser, Magnetic Vent Clip and Hanging Ribbon, Clean and Natural with Essential Oil, For Home Drawer and Closet\", \"asin\": \"B0D1C477PB\", \"price\": \"$9.99\"},\n{\"title\": \"Daily Unisex Amber Sandalwood Car Air Freshener Hanging,Car Diffuser Air Fresheners Scents Accessories\", \"asin\": \"B0DP2DN4JH\", \"price\": \"$9.99\"},\n{\"title\": \"DedCool Air Freshener (Fragrance 02) For Cars, Closets + Drawers, Hanging Air Fresheners, Odor Eliminator, Long Lasting Scent, Infused with Essential Oils, Vegan, Non-Toxic Fragrance For All\", \"asin\": \"B0BP5S4MZ9\", \"price\": \"$12.00\"}]\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\": \"2025-04-03T01:08:40.408Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-03T01:08:40.408Z
click
product_option
rule
train
10
2025-04-03T01:08:40.408Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-03T01:08:33.297Z", "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": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$25.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.99", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$15.29", "quantity": "1"}], "product_details": [{"asin": "B0CYZKP9CF"}, {"title": "Airkeep Car Air Freshener - White Tea Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance"}, {"price": "$4.99"}, {"bullet_list": "Scent: White Tea.The fragrance was a slight green and astringent aroma of tea at first, followed by a rich aroma of white tea and jasmine flowers. Finally, the fragrance of bamboo lingers endlessly, reminiscent of the comfort of tea tasting in a leisurely afternoon. The hot air of tea rises, giving it a fresh and hazy feeling. Long-lasting Fragrance: Airkeep car fragrance hanging ornaments provide a refreshing and long-lasting aroma, ensuring a pleasant driving experience. Premium quality materials: Airkeep fragrant ceramics are made of high-quality aromatic oil and environmentally friendly ceramics, which are very durable and release a pleasant fragrance without any harmful chemicals. It is safe in daily use and ensures a fresh and clean interior environment inside your vehicle. Multipurpose Usage: Besides being used in cars, our hanging air fresheners can also be placed in small spaces such as offices, bathrooms, and even gym lockers. Keep your surroundings pleasantly scented wherever you go. Thoughtful Gifts: Scented ceramics make for thoughtful and personalized gifts. They are suitable for various occasions, such as birthdays, housewarmings, holidays, and more."}], "product_quantity": [{"quantity": "1"}, {"quantity": "1"}], "product_options": [{"Color": "Ocean Mist&amp;Sea Salt\uff08Square Ceramic)"}], "promotion_items": [{"title": "COCORR\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance", "asin": "B0C741HDKR", "price": "$9.99", "quantity": ""}, {"title": "Cenriot Car Air Freshener(Lustre)-Long Lasting Scented Sachet, Luxury Car Fragrance Diffuser, Magnetic Vent Clip and Hanging Ribbon, Clean and Natural with Essential Oil, For Home Drawer and Closet", "asin": "B0D1BHVW2N", "price": "$9.99", "quantity": ""}, {"title": "Vacation Hanging Air Freshener, Award-Winning Signature Sunscreen Scent, Deodorizer for Car, Home & Office (Pack of 3)", "asin": "B0BSVCCCS9", "price": "$12.00", "quantity": ""}, {"title": "MAKYTWOW Car Air Freshener, Long Lasting Scented Ceramic Stone for Wardrobe, Closets, Bathroom, Smell Good for Car, Scented Gift for Women Men,Rose", "asin": "B0CWNM7GKX", "price": "$12.99", "quantity": ""}, {"title": "COOLGIRLCANDLES Pistachio Salted Caramel Hanging Car Air Freshener and Essential Oil Diffuser - Automobile Aromatherapy Diffuser Bottle", "asin": "B0CMQ5XCTK", "price": "$14.99", "quantity": ""}, {"title": "Vilicci Tobacco Vanilla Car Fragrance \u2013 Premium Auto Perfume & Car Air Freshener | Sophisticated & Timeless Scent | Long-Lasting (Up to 120 Days) | Odor Eliminating | Vegan, Cruelty-Free", "asin": "B08KP31SZQ", "price": "$15.99", "quantity": ""}, {"title": "Drift Car Air Freshener - Stone Air Freshener Starter Set - Car Odor Eliminator - Pine Scent", "asin": "B0CP4BFFXZ", "price": "$16.95", "quantity": ""}, {"title": "Hanging Car Air Freshener for Women, Deodorizing Technology, Fragrance Diffuser, St...", "asin": "B0DY7X7F8B", "price": "$14.99", "quantity": ""}, {"title": "Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit", "asin": "B0C1HJV7BJ", "price": "$12.95", "quantity": ""}, {"title": "A&D Hanging Air Freshener for Car, Home, Office, Bathroom | 8 Pack | Multiple Desig...", "asin": "B0CVVG1ZMY", "price": "$7.99", "quantity": ""}, {"title": "COCORR\u00cdNA Scented Sachet - Set of 3 Sandalwood Rose/Clean Linen/White Lotus - Scented Sachet Bags, Car Air Freshener Scented Gift Sets for Car Drawer", "asin": "B0BVZC895W", "price": "$14.99", "quantity": ""}, {"title": "Daily Unisex Amber Sandalwood Car Air Freshener Hanging,Car Diffuser Air Fresheners...", "asin": "B0DP2DN4JH", "price": "$9.99", "quantity": ""}, {"title": "Car Air Freshener Handmade Scented Ceramic Flower for Drawers and Closets, Gifts fo...", "asin": "B0DPCZMJFM", "price": "$14.99", "quantity": ""}], "comparison_items": [{"title": "Airkeep Car Air Freshener - White Tea Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CYZKP9CF", "price": "$4.99"}, {"title": "COCORR\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance", "asin": "B0C741HDKR", "price": "$9.99"}, {"title": "Armor All Essential Blends Car Air Freshener, Car Odor Eliminator, White Tea and Rose Scent, 0.08 Fl Oz, Multicolor, 1 Count (Pack of 1)", "asin": "B07NBRSS68", "price": "$9.11"}, {"title": "Cenriot Car Air Freshener(Reverie)-Long Lasting Scented Sachet, Luxury Car Fragrance Diffuser, Magnetic Vent Clip and Hanging Ribbon, Clean and Natural with Essential Oil, For Home Drawer and Closet", "asin": "B0D1C477PB", "price": "$9.99"}, {"title": "Daily Unisex Amber Sandalwood Car Air Freshener Hanging,Car Diffuser Air Fresheners Scents Accessories", "asin": "B0DP2DN4JH", "price": "$9.99"}, {"title": "DedCool Air Freshener (Fragrance 02) For Cars, Closets + Drawers, Hanging Air Fresheners, Odor Eliminator, Long Lasting Scent, Infused with Essential Oils, Vegan, Non-Toxic Fragrance For All", "asin": "B0BP5S4MZ9", "price": "$12.00"}] <|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": "2025-04-03T01:08:40.408Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-03T01:08:40.408Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-03T01:08:40.408Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 10, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"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\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.99\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$15.29\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CYZKP9CF\"},\n{\"title\": \"Airkeep Car Air Freshener - White Tea Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\"},\n{\"price\": \"$4.99\"},\n{\"bullet_list\": \"Scent: White Tea.The fragrance was a slight green and astringent aroma of tea at first, followed by a rich aroma of white tea and jasmine flowers. Finally, the fragrance of bamboo lingers endlessly, reminiscent of the comfort of tea tasting in a leisurely afternoon. The hot air of tea rises, giving it a fresh and hazy feeling. Long-lasting Fragrance: Airkeep car fragrance hanging ornaments provide a refreshing and long-lasting aroma, ensuring a pleasant driving experience. Premium quality materials: Airkeep fragrant ceramics are made of high-quality aromatic oil and environmentally friendly ceramics, which are very durable and release a pleasant fragrance without any harmful chemicals. It is safe in daily use and ensures a fresh and clean interior environment inside your vehicle. Multipurpose Usage: Besides being used in cars, our hanging air fresheners can also be placed in small spaces such as offices, bathrooms, and even gym lockers. Keep your surroundings pleasantly scented wherever you go. Thoughtful Gifts: Scented ceramics make for thoughtful and personalized gifts. They are suitable for various occasions, such as birthdays, housewarmings, holidays, and more.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Ocean Mist&amp;Sea Salt\\uff08Square Ceramic)\"}],\n\"promotion_items\": [{\"title\": \"COCORR\\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance\", \"asin\": \"B0C741HDKR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Cenriot Car Air Freshener(Lustre)-Long Lasting Scented Sachet, Luxury Car Fragrance Diffuser, Magnetic Vent Clip and Hanging Ribbon, Clean and Natural with Essential Oil, For Home Drawer and Closet\", \"asin\": \"B0D1BHVW2N\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Vacation Hanging Air Freshener, Award-Winning Signature Sunscreen Scent, Deodorizer for Car, Home & Office (Pack of 3)\", \"asin\": \"B0BSVCCCS9\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"MAKYTWOW Car Air Freshener, Long Lasting Scented Ceramic Stone for Wardrobe, Closets, Bathroom, Smell Good for Car, Scented Gift for Women Men,Rose\", \"asin\": \"B0CWNM7GKX\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"COOLGIRLCANDLES Pistachio Salted Caramel Hanging Car Air Freshener and Essential Oil Diffuser - Automobile Aromatherapy Diffuser Bottle\", \"asin\": \"B0CMQ5XCTK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Vilicci Tobacco Vanilla Car Fragrance \\u2013 Premium Auto Perfume & Car Air Freshener | Sophisticated & Timeless Scent | Long-Lasting (Up to 120 Days) | Odor Eliminating | Vegan, Cruelty-Free\", \"asin\": \"B08KP31SZQ\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Drift Car Air Freshener - Stone Air Freshener Starter Set - Car Odor Eliminator - Pine Scent\", \"asin\": \"B0CP4BFFXZ\", \"price\": \"$16.95\", \"quantity\": \"\"},\n{\"title\": \"Hanging Car Air Freshener for Women, Deodorizing Technology, Fragrance Diffuser, St...\", \"asin\": \"B0DY7X7F8B\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit\", \"asin\": \"B0C1HJV7BJ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"A&D Hanging Air Freshener for Car, Home, Office, Bathroom | 8 Pack | Multiple Desig...\", \"asin\": \"B0CVVG1ZMY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"COCORR\\u00cdNA Scented Sachet - Set of 3 Sandalwood Rose/Clean Linen/White Lotus - Scented Sachet Bags, Car Air Freshener Scented Gift Sets for Car Drawer\", \"asin\": \"B0BVZC895W\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Daily Unisex Amber Sandalwood Car Air Freshener Hanging,Car Diffuser Air Fresheners...\", \"asin\": \"B0DP2DN4JH\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Car Air Freshener Handmade Scented Ceramic Flower for Drawers and Closets, Gifts fo...\", \"asin\": \"B0DPCZMJFM\", \"price\": \"$14.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Airkeep Car Air Freshener - White Tea Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CYZKP9CF\", \"price\": \"$4.99\"},\n{\"title\": \"COCORR\\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance\", \"asin\": \"B0C741HDKR\", \"price\": \"$9.99\"},\n{\"title\": \"Armor All Essential Blends Car Air Freshener, Car Odor Eliminator, White Tea and Rose Scent, 0.08 Fl Oz, Multicolor, 1 Count (Pack of 1)\", \"asin\": \"B07NBRSS68\", \"price\": \"$9.11\"},\n{\"title\": \"Cenriot Car Air Freshener(Reverie)-Long Lasting Scented Sachet, Luxury Car Fragrance Diffuser, Magnetic Vent Clip and Hanging Ribbon, Clean and Natural with Essential Oil, For Home Drawer and Closet\", \"asin\": \"B0D1C477PB\", \"price\": \"$9.99\"},\n{\"title\": \"Daily Unisex Amber Sandalwood Car Air Freshener Hanging,Car Diffuser Air Fresheners Scents Accessories\", \"asin\": \"B0DP2DN4JH\", \"price\": \"$9.99\"},\n{\"title\": \"DedCool Air Freshener (Fragrance 02) For Cars, Closets + Drawers, Hanging Air Fresheners, Odor Eliminator, Long Lasting Scent, Infused with Essential Oils, Vegan, Non-Toxic Fragrance For All\", \"asin\": \"B0BP5S4MZ9\", \"price\": \"$12.00\"}]\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\": \"2025-04-03T01:08:40.408Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"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\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.99\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$15.29\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CMQZ2HFJ\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\"},\n{\"price\": \"$5.99\"},\n{\"bullet_list\": \"Scent:Ocean Mist&Sea Salt.The fragrance transports you to the seaside with its gentle ocean breeze and hints of fig and orange blossom, evoking the relaxing mood of a coastal vacation Long-lasting Fragrance: Airkeep car fragrance hanging ornaments provide a refreshing and long-lasting aroma, ensuring a pleasant driving experience. Premium quality materials: Airkeep fragrant ceramics are made of high-quality aromatic oil and environmentally friendly ceramics, which are very durable and release a pleasant fragrance without any harmful chemicals. It is safe in daily use and ensures a fresh and clean interior environment inside your vehicle. Multipurpose Usage: Besides being used in cars, our hanging air fresheners can also be placed in small spaces such as offices, bathrooms, and even gym lockers. Keep your surroundings pleasantly scented wherever you go. Thoughtful Gifts: Scented ceramics make for thoughtful and personalized gifts. They are suitable for various occasions, such as birthdays, housewarmings, holidays, and more.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Ocean Mist&amp;Sea Salt\\uff08Tassel Ceramic)\"}],\n\"promotion_items\": [{\"title\": \"COCORR\\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance\", \"asin\": \"B0C741HDKR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Cenriot Car Air Freshener(Lustre)-Long Lasting Scented Sachet, Luxury Car Fragrance Diffuser, Magnetic Vent Clip and Hanging Ribbon, Clean and Natural with Essential Oil, For Home Drawer and Closet\", \"asin\": \"B0D1BHVW2N\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Vacation Hanging Air Freshener, Award-Winning Signature Sunscreen Scent, Deodorizer for Car, Home & Office (Pack of 3)\", \"asin\": \"B0BSVCCCS9\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"MAKYTWOW Car Air Freshener, Long Lasting Scented Ceramic Stone for Wardrobe, Closets, Bathroom, Smell Good for Car, Scented Gift for Women Men,Rose\", \"asin\": \"B0CWNM7GKX\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"COOLGIRLCANDLES Pistachio Salted Caramel Hanging Car Air Freshener and Essential Oil Diffuser - Automobile Aromatherapy Diffuser Bottle\", \"asin\": \"B0CMQ5XCTK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Vilicci Tobacco Vanilla Car Fragrance \\u2013 Premium Auto Perfume & Car Air Freshener | Sophisticated & Timeless Scent | Long-Lasting (Up to 120 Days) | Odor Eliminating | Vegan, Cruelty-Free\", \"asin\": \"B08KP31SZQ\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Sex Wax Air Freshener (3-Pack, Coconut) (Limited Edition)\", \"asin\": \"B07P3YZLJK\", \"price\": \"$11.45\", \"quantity\": \"\"},\n{\"title\": \"Vacation Hanging Air Freshener, Award-Winning Signature Sunscreen Scent, Deodorizer for Car, Home & Office (Pack of 3)\", \"asin\": \"B0BSVCCCS9\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Grove Scent Starter Kit Black\", \"asin\": \"B0C1HGGJ1W\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"EldHus Headrest Hooks for Purses and Bags, 2 Pack Car Seat Hooks for Grocery Bag Handbag, Metal Car Purse Holder Covered by Leather, Black\", \"asin\": \"B07Q1H39QT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"SINGARO Car Cup Holder Coaster, Silicone Cup Holder Insert, Universal Non-Slip Cup Holders, Car Accessories Interior for Women and Man Interior Sets 4 Pack Black\", \"asin\": \"B0CWQ8QMKT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"TICARVE Car Cleaning Gel Detailing Putty Car Putty Auto Detailing Tools Car Interior Cleaner Cleaning Slime Car Accessories Keyboard Cleaner Rose/NT WT: 5.6 oz (160 gr)\", \"asin\": \"B0988X73FW\", \"price\": \"$6.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D8T5H1G5\", \"price\": \"$4.99\"},\n{\"title\": \"COCORR\\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance\", \"asin\": \"B0C741HDKR\", \"price\": \"$9.99\"},\n{\"title\": \"Sea Salt Surf Car Air Freshener, 4 Pack\", \"asin\": \"B0D7WTP1YM\", \"price\": \"$27.99\"},\n{\"title\": \"Votivo Aromatic Auto Fragrance, Car Freshener - Honeysuckle\", \"asin\": \"B00UIDYQYK\", \"price\": \"$19.38\"},\n{\"title\": \"VOTIVO Aromatic Highly Fragranced Auto Vent Clip Car Air Freshener-Clean Crisp White\", \"asin\": \"B07DGM29SZ\", \"price\": \"$26.76\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T01:08:45.088Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-03T01:08:45.088Z
click
product_option
rule
train
11
2025-04-03T01:08:45.088Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "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": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$25.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.99", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$15.29", "quantity": "1"}], "product_details": [{"asin": "B0CMQZ2HFJ"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance"}, {"price": "$5.99"}, {"bullet_list": "Scent:Ocean Mist&Sea Salt.The fragrance transports you to the seaside with its gentle ocean breeze and hints of fig and orange blossom, evoking the relaxing mood of a coastal vacation Long-lasting Fragrance: Airkeep car fragrance hanging ornaments provide a refreshing and long-lasting aroma, ensuring a pleasant driving experience. Premium quality materials: Airkeep fragrant ceramics are made of high-quality aromatic oil and environmentally friendly ceramics, which are very durable and release a pleasant fragrance without any harmful chemicals. It is safe in daily use and ensures a fresh and clean interior environment inside your vehicle. Multipurpose Usage: Besides being used in cars, our hanging air fresheners can also be placed in small spaces such as offices, bathrooms, and even gym lockers. Keep your surroundings pleasantly scented wherever you go. Thoughtful Gifts: Scented ceramics make for thoughtful and personalized gifts. They are suitable for various occasions, such as birthdays, housewarmings, holidays, and more."}], "product_quantity": [{"quantity": "1"}, {"quantity": "1"}], "product_options": [{"Color": "Ocean Mist&amp;Sea Salt\uff08Tassel Ceramic)"}], "promotion_items": [{"title": "COCORR\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance", "asin": "B0C741HDKR", "price": "$9.99", "quantity": ""}, {"title": "Cenriot Car Air Freshener(Lustre)-Long Lasting Scented Sachet, Luxury Car Fragrance Diffuser, Magnetic Vent Clip and Hanging Ribbon, Clean and Natural with Essential Oil, For Home Drawer and Closet", "asin": "B0D1BHVW2N", "price": "$9.99", "quantity": ""}, {"title": "Vacation Hanging Air Freshener, Award-Winning Signature Sunscreen Scent, Deodorizer for Car, Home & Office (Pack of 3)", "asin": "B0BSVCCCS9", "price": "$12.00", "quantity": ""}, {"title": "MAKYTWOW Car Air Freshener, Long Lasting Scented Ceramic Stone for Wardrobe, Closets, Bathroom, Smell Good for Car, Scented Gift for Women Men,Rose", "asin": "B0CWNM7GKX", "price": "$12.99", "quantity": ""}, {"title": "COOLGIRLCANDLES Pistachio Salted Caramel Hanging Car Air Freshener and Essential Oil Diffuser - Automobile Aromatherapy Diffuser Bottle", "asin": "B0CMQ5XCTK", "price": "$14.99", "quantity": ""}, {"title": "Vilicci Tobacco Vanilla Car Fragrance \u2013 Premium Auto Perfume & Car Air Freshener | Sophisticated & Timeless Scent | Long-Lasting (Up to 120 Days) | Odor Eliminating | Vegan, Cruelty-Free", "asin": "B08KP31SZQ", "price": "$15.99", "quantity": ""}, {"title": "Sex Wax Air Freshener (3-Pack, Coconut) (Limited Edition)", "asin": "B07P3YZLJK", "price": "$11.45", "quantity": ""}, {"title": "Vacation Hanging Air Freshener, Award-Winning Signature Sunscreen Scent, Deodorizer for Car, Home & Office (Pack of 3)", "asin": "B0BSVCCCS9", "price": "$12.00", "quantity": ""}, {"title": "drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Grove Scent Starter Kit Black", "asin": "B0C1HGGJ1W", "price": "$12.95", "quantity": ""}, {"title": "EldHus Headrest Hooks for Purses and Bags, 2 Pack Car Seat Hooks for Grocery Bag Handbag, Metal Car Purse Holder Covered by Leather, Black", "asin": "B07Q1H39QT", "price": "$6.99", "quantity": ""}, {"title": "SINGARO Car Cup Holder Coaster, Silicone Cup Holder Insert, Universal Non-Slip Cup Holders, Car Accessories Interior for Women and Man Interior Sets 4 Pack Black", "asin": "B0CWQ8QMKT", "price": "$6.99", "quantity": ""}, {"title": "TICARVE Car Cleaning Gel Detailing Putty Car Putty Auto Detailing Tools Car Interior Cleaner Cleaning Slime Car Accessories Keyboard Cleaner Rose/NT WT: 5.6 oz (160 gr)", "asin": "B0988X73FW", "price": "$6.98", "quantity": ""}], "comparison_items": [{"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D8T5H1G5", "price": "$4.99"}, {"title": "COCORR\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance", "asin": "B0C741HDKR", "price": "$9.99"}, {"title": "Sea Salt Surf Car Air Freshener, 4 Pack", "asin": "B0D7WTP1YM", "price": "$27.99"}, {"title": "Votivo Aromatic Auto Fragrance, Car Freshener - Honeysuckle", "asin": "B00UIDYQYK", "price": "$19.38"}, {"title": "VOTIVO Aromatic Highly Fragranced Auto Vent Clip Car Air Freshener-Clean Crisp White", "asin": "B07DGM29SZ", "price": "$26.76"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-03T01:08:45.088Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-03T01:08:45.088Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-03T01:08:45.088Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 11, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"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\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.99\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$15.29\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0CMQZ2HFJ\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\"},\n{\"price\": \"$5.99\"},\n{\"bullet_list\": \"Scent:Ocean Mist&Sea Salt.The fragrance transports you to the seaside with its gentle ocean breeze and hints of fig and orange blossom, evoking the relaxing mood of a coastal vacation Long-lasting Fragrance: Airkeep car fragrance hanging ornaments provide a refreshing and long-lasting aroma, ensuring a pleasant driving experience. Premium quality materials: Airkeep fragrant ceramics are made of high-quality aromatic oil and environmentally friendly ceramics, which are very durable and release a pleasant fragrance without any harmful chemicals. It is safe in daily use and ensures a fresh and clean interior environment inside your vehicle. Multipurpose Usage: Besides being used in cars, our hanging air fresheners can also be placed in small spaces such as offices, bathrooms, and even gym lockers. Keep your surroundings pleasantly scented wherever you go. Thoughtful Gifts: Scented ceramics make for thoughtful and personalized gifts. They are suitable for various occasions, such as birthdays, housewarmings, holidays, and more.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Ocean Mist&amp;Sea Salt\\uff08Tassel Ceramic)\"}],\n\"promotion_items\": [{\"title\": \"COCORR\\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance\", \"asin\": \"B0C741HDKR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Cenriot Car Air Freshener(Lustre)-Long Lasting Scented Sachet, Luxury Car Fragrance Diffuser, Magnetic Vent Clip and Hanging Ribbon, Clean and Natural with Essential Oil, For Home Drawer and Closet\", \"asin\": \"B0D1BHVW2N\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Vacation Hanging Air Freshener, Award-Winning Signature Sunscreen Scent, Deodorizer for Car, Home & Office (Pack of 3)\", \"asin\": \"B0BSVCCCS9\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"MAKYTWOW Car Air Freshener, Long Lasting Scented Ceramic Stone for Wardrobe, Closets, Bathroom, Smell Good for Car, Scented Gift for Women Men,Rose\", \"asin\": \"B0CWNM7GKX\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"COOLGIRLCANDLES Pistachio Salted Caramel Hanging Car Air Freshener and Essential Oil Diffuser - Automobile Aromatherapy Diffuser Bottle\", \"asin\": \"B0CMQ5XCTK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Vilicci Tobacco Vanilla Car Fragrance \\u2013 Premium Auto Perfume & Car Air Freshener | Sophisticated & Timeless Scent | Long-Lasting (Up to 120 Days) | Odor Eliminating | Vegan, Cruelty-Free\", \"asin\": \"B08KP31SZQ\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Sex Wax Air Freshener (3-Pack, Coconut) (Limited Edition)\", \"asin\": \"B07P3YZLJK\", \"price\": \"$11.45\", \"quantity\": \"\"},\n{\"title\": \"Vacation Hanging Air Freshener, Award-Winning Signature Sunscreen Scent, Deodorizer for Car, Home & Office (Pack of 3)\", \"asin\": \"B0BSVCCCS9\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Grove Scent Starter Kit Black\", \"asin\": \"B0C1HGGJ1W\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"EldHus Headrest Hooks for Purses and Bags, 2 Pack Car Seat Hooks for Grocery Bag Handbag, Metal Car Purse Holder Covered by Leather, Black\", \"asin\": \"B07Q1H39QT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"SINGARO Car Cup Holder Coaster, Silicone Cup Holder Insert, Universal Non-Slip Cup Holders, Car Accessories Interior for Women and Man Interior Sets 4 Pack Black\", \"asin\": \"B0CWQ8QMKT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"TICARVE Car Cleaning Gel Detailing Putty Car Putty Auto Detailing Tools Car Interior Cleaner Cleaning Slime Car Accessories Keyboard Cleaner Rose/NT WT: 5.6 oz (160 gr)\", \"asin\": \"B0988X73FW\", \"price\": \"$6.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D8T5H1G5\", \"price\": \"$4.99\"},\n{\"title\": \"COCORR\\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance\", \"asin\": \"B0C741HDKR\", \"price\": \"$9.99\"},\n{\"title\": \"Sea Salt Surf Car Air Freshener, 4 Pack\", \"asin\": \"B0D7WTP1YM\", \"price\": \"$27.99\"},\n{\"title\": \"Votivo Aromatic Auto Fragrance, Car Freshener - Honeysuckle\", \"asin\": \"B00UIDYQYK\", \"price\": \"$19.38\"},\n{\"title\": \"VOTIVO Aromatic Highly Fragranced Auto Vent Clip Car Air Freshener-Clean Crisp White\", \"asin\": \"B07DGM29SZ\", \"price\": \"$26.76\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T01:08:45.088Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"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\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.99\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$15.29\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D418HHPL\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\"},\n{\"price\": \"$3.99\"},\n{\"bullet_list\": \"Scent:Ocean Mist&Sea Salt.The fragrance transports you to the seaside with its gentle ocean breeze and hints of fig and orange blossom, evoking the relaxing mood of a coastal vacation Long-lasting Fragrance: Airkeep car fragrance hanging ornaments provide a refreshing and long-lasting aroma, ensuring a pleasant driving experience. Premium quality materials: Airkeep fragrant ceramics are made of high-quality aromatic oil and environmentally friendly ceramics, which are very durable and release a pleasant fragrance without any harmful chemicals. It is safe in daily use and ensures a fresh and clean interior environment inside your vehicle. Multipurpose Usage: Besides being used in cars, our hanging air fresheners can also be placed in small spaces such as offices, bathrooms, and even gym lockers. Keep your surroundings pleasantly scented wherever you go. Thoughtful Gifts: Scented ceramics make for thoughtful and personalized gifts. They are suitable for various occasions, such as birthdays, housewarmings, holidays, and more.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Ocean Mist&amp;Sea Salt\\uff08Tassel Ceramic)\"}],\n\"promotion_items\": [{\"title\": \"Drift Car Air Freshener - Stone Air Freshener - Car Odor Eliminator - Grove Scent Starter Kit\", \"asin\": \"B0C1HGBWN8\", \"price\": \"$16.95\", \"quantity\": \"\"},\n{\"title\": \"Daily Unisex Amber Sandalwood Car Air Freshener Hanging,Car Diffuser Air Fresheners...\", \"asin\": \"B0DP2DN4JH\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Car Air Freshener Clip with Lanyard and 2 Scented Porcelain, Car Freshener Vent Cli...\", \"asin\": \"B0DKJNWDTB\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Alien Car Air Freshener for Women | Perfume Style Car Scents Air Freshener with Ven...\", \"asin\": \"B0BZQGZYQK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"COCORR\\u00cdNA Scented Sachet - Set of 3 Sandalwood Rose/Clean Linen/White Lotus - Scented Sachet Bags, Car Air Freshener Scented Gift Sets for Car Drawer\", \"asin\": \"B0BVZC895W\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Cute Pink Car Accessories for Women Teen Girls 6PCS Scent Air Fresheners Vent Clips...\", \"asin\": \"B0B62VNYZ4\", \"price\": \"$7.80\", \"quantity\": \"\"},\n{\"title\": \"CE Craft Car Air Hanging Fragrance Oil Diffuser \\u2013 Car Air Freshener Diffuser for Essential Oils - Scents Fragrance Aromatherapy Automobile Diffuser - Long Lasting - Lavender Vanilla - 2 Pack\", \"asin\": \"B0BS5JH5V5\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"Hanging Car Air Freshener for Women Aromatherapy Fragrance Diffuser with Refillable Oil Sage and Sea Salt 2pcs\", \"asin\": \"B0DJSR1QVY\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Hanging Car Air Freshener, Car Rearview Mirror Pendant Mixed Scents Odor Eliminating Women Men Decor Accessories Fragrance, Long Lasting Automotive Incense Chips, Natural Scenery Theme\", \"asin\": \"B0CF15KN12\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ikeda fragrance Car Air Freshener, 2pcs 4ml Car Scents,45-Days Keep Fragrance,Automotive Hanging Diffuser Bottles,Remove Auto Odor Long-Lasting Fresh Air for Home Deodorizer (Glass, Cherry2)\", \"asin\": \"B0CY52KLVK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Drift Car Air Freshener - Stone Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit\", \"asin\": \"B0C1HGK326\", \"price\": \"$16.95\", \"quantity\": \"\"},\n{\"title\": \"Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Amber Scent Starter Kit\", \"asin\": \"B0C1HCCK2T\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"COCORR\\u00cdNA Scented Sachet - Set of 3 Sandalwood Rose/Clean Linen/White Lotus - Scented Sachet Bags, Car Air Freshener Scented Gift Sets for Car Drawer\", \"asin\": \"B0BVZC895W\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Car Air Fresheners - Ocean Drift Car Air Freshener for Men | Pack of 2 Long Lasting Car Air Freshener | Odor Eliminator Car Perfume Diffuser with Essential Oils | Car Air Freshener Vent Clip by Perfa\", \"asin\": \"B0DG9527F5\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\"},\n{\"title\": \"Airkeep Car Air Freshener - Clean Linen Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D8T5VGVW\", \"price\": \"$4.99\"},\n{\"title\": \"COCORR\\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance\", \"asin\": \"B0C741HDKR\", \"price\": \"$9.99\"},\n{\"title\": \"Car Air Freshener Hanging, Essential Oil Diffuser for Car, Car Air Freshener Cute, Long Lasting Air Freshener for Car, Car Fresheners for Women, Made in USA\", \"asin\": \"B0CW9231N3\", \"price\": \"$9.99\"},\n{\"title\": \"AromaWhisper Car Air Freshener: Rose-Scented Long-Lasting Perfumed Gel for Auto and Home\", \"asin\": \"B0CQV4BH51\", \"price\": \"$8.99\"},\n{\"title\": \"Cenriot Car Air Freshener(Reverie)-Long Lasting Scented Sachet, Luxury Car Fragrance Diffuser, Magnetic Vent Clip and Hanging Ribbon, Clean and Natural with Essential Oil, For Home Drawer and Closet\", \"asin\": \"B0D1C477PB\", \"price\": \"$9.99\"}]\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\": \"2025-04-03T01:09:12.992Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-03T01:09:12.992Z
purchase
B0D418HHPL
rule
train
12
2025-04-03T01:09:12.992Z
purchase
B0D418HHPL
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "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": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$25.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.99", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$15.29", "quantity": "1"}], "product_details": [{"asin": "B0D418HHPL"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance"}, {"price": "$3.99"}, {"bullet_list": "Scent:Ocean Mist&Sea Salt.The fragrance transports you to the seaside with its gentle ocean breeze and hints of fig and orange blossom, evoking the relaxing mood of a coastal vacation Long-lasting Fragrance: Airkeep car fragrance hanging ornaments provide a refreshing and long-lasting aroma, ensuring a pleasant driving experience. Premium quality materials: Airkeep fragrant ceramics are made of high-quality aromatic oil and environmentally friendly ceramics, which are very durable and release a pleasant fragrance without any harmful chemicals. It is safe in daily use and ensures a fresh and clean interior environment inside your vehicle. Multipurpose Usage: Besides being used in cars, our hanging air fresheners can also be placed in small spaces such as offices, bathrooms, and even gym lockers. Keep your surroundings pleasantly scented wherever you go. Thoughtful Gifts: Scented ceramics make for thoughtful and personalized gifts. They are suitable for various occasions, such as birthdays, housewarmings, holidays, and more."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Ocean Mist&amp;Sea Salt\uff08Tassel Ceramic)"}], "promotion_items": [{"title": "Drift Car Air Freshener - Stone Air Freshener - Car Odor Eliminator - Grove Scent Starter Kit", "asin": "B0C1HGBWN8", "price": "$16.95", "quantity": ""}, {"title": "Daily Unisex Amber Sandalwood Car Air Freshener Hanging,Car Diffuser Air Fresheners...", "asin": "B0DP2DN4JH", "price": "$9.99", "quantity": ""}, {"title": "Car Air Freshener Clip with Lanyard and 2 Scented Porcelain, Car Freshener Vent Cli...", "asin": "B0DKJNWDTB", "price": "$12.99", "quantity": ""}, {"title": "Alien Car Air Freshener for Women | Perfume Style Car Scents Air Freshener with Ven...", "asin": "B0BZQGZYQK", "price": "$14.99", "quantity": ""}, {"title": "COCORR\u00cdNA Scented Sachet - Set of 3 Sandalwood Rose/Clean Linen/White Lotus - Scented Sachet Bags, Car Air Freshener Scented Gift Sets for Car Drawer", "asin": "B0BVZC895W", "price": "$14.99", "quantity": ""}, {"title": "Cute Pink Car Accessories for Women Teen Girls 6PCS Scent Air Fresheners Vent Clips...", "asin": "B0B62VNYZ4", "price": "$7.80", "quantity": ""}, {"title": "CE Craft Car Air Hanging Fragrance Oil Diffuser \u2013 Car Air Freshener Diffuser for Essential Oils - Scents Fragrance Aromatherapy Automobile Diffuser - Long Lasting - Lavender Vanilla - 2 Pack", "asin": "B0BS5JH5V5", "price": "$12.00", "quantity": ""}, {"title": "Hanging Car Air Freshener for Women Aromatherapy Fragrance Diffuser with Refillable Oil Sage and Sea Salt 2pcs", "asin": "B0DJSR1QVY", "price": "$12.99", "quantity": ""}, {"title": "Hanging Car Air Freshener, Car Rearview Mirror Pendant Mixed Scents Odor Eliminating Women Men Decor Accessories Fragrance, Long Lasting Automotive Incense Chips, Natural Scenery Theme", "asin": "B0CF15KN12", "price": "$9.99", "quantity": ""}, {"title": "ikeda fragrance Car Air Freshener, 2pcs 4ml Car Scents,45-Days Keep Fragrance,Automotive Hanging Diffuser Bottles,Remove Auto Odor Long-Lasting Fresh Air for Home Deodorizer (Glass, Cherry2)", "asin": "B0CY52KLVK", "price": "$7.99", "quantity": ""}, {"title": "Drift Car Air Freshener - Stone Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit", "asin": "B0C1HGK326", "price": "$16.95", "quantity": ""}, {"title": "Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Amber Scent Starter Kit", "asin": "B0C1HCCK2T", "price": "$12.95", "quantity": ""}, {"title": "COCORR\u00cdNA Scented Sachet - Set of 3 Sandalwood Rose/Clean Linen/White Lotus - Scented Sachet Bags, Car Air Freshener Scented Gift Sets for Car Drawer", "asin": "B0BVZC895W", "price": "$14.99", "quantity": ""}, {"title": "Car Air Fresheners - Ocean Drift Car Air Freshener for Men | Pack of 2 Long Lasting Car Air Freshener | Odor Eliminator Car Perfume Diffuser with Essential Oils | Car Air Freshener Vent Clip by Perfa", "asin": "B0DG9527F5", "price": "$9.99", "quantity": ""}], "comparison_items": [{"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99"}, {"title": "Airkeep Car Air Freshener - Clean Linen Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D8T5VGVW", "price": "$4.99"}, {"title": "COCORR\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance", "asin": "B0C741HDKR", "price": "$9.99"}, {"title": "Car Air Freshener Hanging, Essential Oil Diffuser for Car, Car Air Freshener Cute, Long Lasting Air Freshener for Car, Car Fresheners for Women, Made in USA", "asin": "B0CW9231N3", "price": "$9.99"}, {"title": "AromaWhisper Car Air Freshener: Rose-Scented Long-Lasting Perfumed Gel for Auto and Home", "asin": "B0CQV4BH51", "price": "$8.99"}, {"title": "Cenriot Car Air Freshener(Reverie)-Long Lasting Scented Sachet, Luxury Car Fragrance Diffuser, Magnetic Vent Clip and Hanging Ribbon, Clean and Natural with Essential Oil, For Home Drawer and Closet", "asin": "B0D1C477PB", "price": "$9.99"}] <|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": "2025-04-03T01:09:12.992Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-03T01:09:12.992Z\",\"action\": \"purchase\",\"acion_argument\": \"B0D418HHPL\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-03T01:09:12.992Z\",\"action\": \"purchase\",\"acion_argument\": \"B0D418HHPL\",}</answer>", "index": 12, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"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\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.99\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$15.29\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D418HHPL\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\"},\n{\"price\": \"$3.99\"},\n{\"bullet_list\": \"Scent:Ocean Mist&Sea Salt.The fragrance transports you to the seaside with its gentle ocean breeze and hints of fig and orange blossom, evoking the relaxing mood of a coastal vacation Long-lasting Fragrance: Airkeep car fragrance hanging ornaments provide a refreshing and long-lasting aroma, ensuring a pleasant driving experience. Premium quality materials: Airkeep fragrant ceramics are made of high-quality aromatic oil and environmentally friendly ceramics, which are very durable and release a pleasant fragrance without any harmful chemicals. It is safe in daily use and ensures a fresh and clean interior environment inside your vehicle. Multipurpose Usage: Besides being used in cars, our hanging air fresheners can also be placed in small spaces such as offices, bathrooms, and even gym lockers. Keep your surroundings pleasantly scented wherever you go. Thoughtful Gifts: Scented ceramics make for thoughtful and personalized gifts. They are suitable for various occasions, such as birthdays, housewarmings, holidays, and more.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Ocean Mist&amp;Sea Salt\\uff08Tassel Ceramic)\"}],\n\"promotion_items\": [{\"title\": \"Drift Car Air Freshener - Stone Air Freshener - Car Odor Eliminator - Grove Scent Starter Kit\", \"asin\": \"B0C1HGBWN8\", \"price\": \"$16.95\", \"quantity\": \"\"},\n{\"title\": \"Daily Unisex Amber Sandalwood Car Air Freshener Hanging,Car Diffuser Air Fresheners...\", \"asin\": \"B0DP2DN4JH\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Car Air Freshener Clip with Lanyard and 2 Scented Porcelain, Car Freshener Vent Cli...\", \"asin\": \"B0DKJNWDTB\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Alien Car Air Freshener for Women | Perfume Style Car Scents Air Freshener with Ven...\", \"asin\": \"B0BZQGZYQK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"COCORR\\u00cdNA Scented Sachet - Set of 3 Sandalwood Rose/Clean Linen/White Lotus - Scented Sachet Bags, Car Air Freshener Scented Gift Sets for Car Drawer\", \"asin\": \"B0BVZC895W\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Cute Pink Car Accessories for Women Teen Girls 6PCS Scent Air Fresheners Vent Clips...\", \"asin\": \"B0B62VNYZ4\", \"price\": \"$7.80\", \"quantity\": \"\"},\n{\"title\": \"CE Craft Car Air Hanging Fragrance Oil Diffuser \\u2013 Car Air Freshener Diffuser for Essential Oils - Scents Fragrance Aromatherapy Automobile Diffuser - Long Lasting - Lavender Vanilla - 2 Pack\", \"asin\": \"B0BS5JH5V5\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"Hanging Car Air Freshener for Women Aromatherapy Fragrance Diffuser with Refillable Oil Sage and Sea Salt 2pcs\", \"asin\": \"B0DJSR1QVY\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Hanging Car Air Freshener, Car Rearview Mirror Pendant Mixed Scents Odor Eliminating Women Men Decor Accessories Fragrance, Long Lasting Automotive Incense Chips, Natural Scenery Theme\", \"asin\": \"B0CF15KN12\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ikeda fragrance Car Air Freshener, 2pcs 4ml Car Scents,45-Days Keep Fragrance,Automotive Hanging Diffuser Bottles,Remove Auto Odor Long-Lasting Fresh Air for Home Deodorizer (Glass, Cherry2)\", \"asin\": \"B0CY52KLVK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Drift Car Air Freshener - Stone Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit\", \"asin\": \"B0C1HGK326\", \"price\": \"$16.95\", \"quantity\": \"\"},\n{\"title\": \"Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Amber Scent Starter Kit\", \"asin\": \"B0C1HCCK2T\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"COCORR\\u00cdNA Scented Sachet - Set of 3 Sandalwood Rose/Clean Linen/White Lotus - Scented Sachet Bags, Car Air Freshener Scented Gift Sets for Car Drawer\", \"asin\": \"B0BVZC895W\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Car Air Fresheners - Ocean Drift Car Air Freshener for Men | Pack of 2 Long Lasting Car Air Freshener | Odor Eliminator Car Perfume Diffuser with Essential Oils | Car Air Freshener Vent Clip by Perfa\", \"asin\": \"B0DG9527F5\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\"},\n{\"title\": \"Airkeep Car Air Freshener - Clean Linen Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D8T5VGVW\", \"price\": \"$4.99\"},\n{\"title\": \"COCORR\\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance\", \"asin\": \"B0C741HDKR\", \"price\": \"$9.99\"},\n{\"title\": \"Car Air Freshener Hanging, Essential Oil Diffuser for Car, Car Air Freshener Cute, Long Lasting Air Freshener for Car, Car Fresheners for Women, Made in USA\", \"asin\": \"B0CW9231N3\", \"price\": \"$9.99\"},\n{\"title\": \"AromaWhisper Car Air Freshener: Rose-Scented Long-Lasting Perfumed Gel for Auto and Home\", \"asin\": \"B0CQV4BH51\", \"price\": \"$8.99\"},\n{\"title\": \"Cenriot Car Air Freshener(Reverie)-Long Lasting Scented Sachet, Luxury Car Fragrance Diffuser, Magnetic Vent Clip and Hanging Ribbon, Clean and Natural with Essential Oil, For Home Drawer and Closet\", \"asin\": \"B0D1C477PB\", \"price\": \"$9.99\"}]\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\": \"2025-04-03T01:09:12.992Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\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\": \"2025-04-03T21:01:16.883Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-03T21:01:16.883Z
click
nav_bar
rule
train
13
2025-04-03T21:01:16.883Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} <|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": "2025-04-03T21:01:16.883Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-03T21:01:16.883Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-03T21:01:16.883Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "index": 13, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\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\": \"2025-04-03T21:01:16.883Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"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\"active_items\": [{\"asin\": \"B0D418HHPL\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"asin\": \"B0DBZ3JYRF\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"asin\": \"B0CMQZ2HFJ\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"asin\": \"B0D9GQMXBV\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"asin\": \"B0CLKPNDKL\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"asin\": \"B06XCH21YH\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"asin\": \"B07NF994VJ\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"asin\": \"B0BRK5JKPK\", \"price\": \"$49.99\", \"options\": []},\n{\"asin\": \"B0BRK5JKPK\", \"options\": []},\n{\"asin\": \"B00063678K\", \"price\": \"$25.00\", \"options\": []},\n{\"asin\": \"B0DLB23DTS\", \"price\": \"$5.59\", \"options\": []},\n{\"asin\": \"B0C449R6PX\", \"options\": []},\n{\"asin\": \"B0B5N7N4K1\", \"price\": \"$15.99\", \"options\": []},\n{\"asin\": \"B0B5N7N4K1\", \"options\": []},\n{\"asin\": \"B0918FHY6P\", \"price\": \"$36.00\", \"options\": []},\n{\"asin\": \"B00063KGUK\", \"options\": []},\n{\"asin\": \"B0CBWX73PD\", \"price\": \"$17.98\", \"options\": []},\n{\"asin\": \"B09ZPWJJBW\", \"price\": \"$30.77\", \"options\": []},\n{\"asin\": \"B09ZPWJJBW\", \"options\": []},\n{\"asin\": \"B07Y5G9TG7\", \"options\": []},\n{\"asin\": \"B07GL8SLKY\", \"price\": \"$33.24\", \"options\": []},\n{\"asin\": \"B07GL8SLKY\", \"options\": []},\n{\"asin\": \"B093QNWC6T\", \"price\": \"$30.77\", \"options\": []},\n{\"asin\": \"B093QNWC6T\", \"options\": []},\n{\"asin\": \"B06WP7F8YC\", \"price\": \"$13.99\", \"options\": []},\n{\"asin\": \"B000OQXXOA\", \"price\": \"$11.70\", \"options\": []},\n{\"asin\": \"B007PY1BK2\", \"price\": \"$51.00\", \"options\": []},\n{\"asin\": \"B01N0BMASE\", \"price\": \"$7.99\", \"options\": []},\n{\"asin\": \"B0C3KSVMWL\", \"price\": \"$15.99\", \"options\": []},\n{\"asin\": \"B09KRZ4RZ4\", \"price\": \"$39.99\", \"options\": []},\n{\"asin\": \"B0BVQPJRLH\", \"price\": \"$19.99\", \"options\": []},\n{\"asin\": \"B0C449R6PX\", \"price\": \"$4.52\", \"options\": []},\n{\"asin\": \"B0C449R6PX\", \"options\": []},\n{\"asin\": \"B0BZ8N8CDZ\", \"price\": \"$13.99\", \"options\": []},\n{\"asin\": \"B0BZ8N8CDZ\", \"options\": []},\n{\"asin\": \"B07DX89ZHN\", \"price\": \"$24.26\", \"options\": []},\n{\"asin\": \"B014LE31OW\", \"price\": \"$31.46\", \"options\": []},\n{\"asin\": \"B087D8JJCT\", \"price\": \"$25.19\", \"options\": []},\n{\"asin\": \"B087D8JJCT\", \"options\": []},\n{\"asin\": \"B08PVYK9GC\", \"options\": []},\n{\"asin\": \"B08FYD8CCV\", \"options\": []},\n{\"asin\": \"B00I32AN4K\", \"price\": \"$14.24\", \"options\": []},\n{\"asin\": \"B00Y8MP4G6\", \"price\": \"$28.73\", \"options\": []},\n{\"asin\": \"B0BCDFRVKW\", \"price\": \"$119.99\", \"options\": []},\n{\"asin\": \"B00Y8MP4G6\", \"price\": \"$30.24\", \"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\": \"2025-04-03T21:01:48.059Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-03T21:01:48.059Z
click
nav_bar
rule
train
14
2025-04-03T21:01:48.059Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-03T21:01:16.883Z", "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": ""}], "active_items": [{"asin": "B0D418HHPL", "quantity": "1", "selected": true, "options": []}, {"asin": "B0DBZ3JYRF", "quantity": "1", "selected": true, "options": []}, {"asin": "B0CMQZ2HFJ", "quantity": "1", "selected": true, "options": []}, {"asin": "B0D9GQMXBV", "quantity": "1", "selected": true, "options": []}, {"asin": "B0CLKPNDKL", "quantity": "1", "selected": true, "options": []}, {"asin": "B06XCH21YH", "quantity": "1", "selected": true, "options": []}, {"asin": "B07NF994VJ", "quantity": "1", "selected": true, "options": []}], "saved_items": [{"asin": "B0BRK5JKPK", "price": "$49.99", "options": []}, {"asin": "B0BRK5JKPK", "options": []}, {"asin": "B00063678K", "price": "$25.00", "options": []}, {"asin": "B0DLB23DTS", "price": "$5.59", "options": []}, {"asin": "B0C449R6PX", "options": []}, {"asin": "B0B5N7N4K1", "price": "$15.99", "options": []}, {"asin": "B0B5N7N4K1", "options": []}, {"asin": "B0918FHY6P", "price": "$36.00", "options": []}, {"asin": "B00063KGUK", "options": []}, {"asin": "B0CBWX73PD", "price": "$17.98", "options": []}, {"asin": "B09ZPWJJBW", "price": "$30.77", "options": []}, {"asin": "B09ZPWJJBW", "options": []}, {"asin": "B07Y5G9TG7", "options": []}, {"asin": "B07GL8SLKY", "price": "$33.24", "options": []}, {"asin": "B07GL8SLKY", "options": []}, {"asin": "B093QNWC6T", "price": "$30.77", "options": []}, {"asin": "B093QNWC6T", "options": []}, {"asin": "B06WP7F8YC", "price": "$13.99", "options": []}, {"asin": "B000OQXXOA", "price": "$11.70", "options": []}, {"asin": "B007PY1BK2", "price": "$51.00", "options": []}, {"asin": "B01N0BMASE", "price": "$7.99", "options": []}, {"asin": "B0C3KSVMWL", "price": "$15.99", "options": []}, {"asin": "B09KRZ4RZ4", "price": "$39.99", "options": []}, {"asin": "B0BVQPJRLH", "price": "$19.99", "options": []}, {"asin": "B0C449R6PX", "price": "$4.52", "options": []}, {"asin": "B0C449R6PX", "options": []}, {"asin": "B0BZ8N8CDZ", "price": "$13.99", "options": []}, {"asin": "B0BZ8N8CDZ", "options": []}, {"asin": "B07DX89ZHN", "price": "$24.26", "options": []}, {"asin": "B014LE31OW", "price": "$31.46", "options": []}, {"asin": "B087D8JJCT", "price": "$25.19", "options": []}, {"asin": "B087D8JJCT", "options": []}, {"asin": "B08PVYK9GC", "options": []}, {"asin": "B08FYD8CCV", "options": []}, {"asin": "B00I32AN4K", "price": "$14.24", "options": []}, {"asin": "B00Y8MP4G6", "price": "$28.73", "options": []}, {"asin": "B0BCDFRVKW", "price": "$119.99", "options": []}, {"asin": "B00Y8MP4G6", "price": "$30.24", "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": "2025-04-03T21:01:48.059Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-03T21:01:48.059Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-03T21:01:48.059Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "index": 14, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"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\"active_items\": [{\"asin\": \"B0D418HHPL\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"asin\": \"B0DBZ3JYRF\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"asin\": \"B0CMQZ2HFJ\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"asin\": \"B0D9GQMXBV\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"asin\": \"B0CLKPNDKL\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"asin\": \"B06XCH21YH\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"asin\": \"B07NF994VJ\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"asin\": \"B0BRK5JKPK\", \"price\": \"$49.99\", \"options\": []},\n{\"asin\": \"B0BRK5JKPK\", \"options\": []},\n{\"asin\": \"B00063678K\", \"price\": \"$25.00\", \"options\": []},\n{\"asin\": \"B0DLB23DTS\", \"price\": \"$5.59\", \"options\": []},\n{\"asin\": \"B0C449R6PX\", \"options\": []},\n{\"asin\": \"B0B5N7N4K1\", \"price\": \"$15.99\", \"options\": []},\n{\"asin\": \"B0B5N7N4K1\", \"options\": []},\n{\"asin\": \"B0918FHY6P\", \"price\": \"$36.00\", \"options\": []},\n{\"asin\": \"B00063KGUK\", \"options\": []},\n{\"asin\": \"B0CBWX73PD\", \"price\": \"$17.98\", \"options\": []},\n{\"asin\": \"B09ZPWJJBW\", \"price\": \"$30.77\", \"options\": []},\n{\"asin\": \"B09ZPWJJBW\", \"options\": []},\n{\"asin\": \"B07Y5G9TG7\", \"options\": []},\n{\"asin\": \"B07GL8SLKY\", \"price\": \"$33.24\", \"options\": []},\n{\"asin\": \"B07GL8SLKY\", \"options\": []},\n{\"asin\": \"B093QNWC6T\", \"price\": \"$30.77\", \"options\": []},\n{\"asin\": \"B093QNWC6T\", \"options\": []},\n{\"asin\": \"B06WP7F8YC\", \"price\": \"$13.99\", \"options\": []},\n{\"asin\": \"B000OQXXOA\", \"price\": \"$11.70\", \"options\": []},\n{\"asin\": \"B007PY1BK2\", \"price\": \"$51.00\", \"options\": []},\n{\"asin\": \"B01N0BMASE\", \"price\": \"$7.99\", \"options\": []},\n{\"asin\": \"B0C3KSVMWL\", \"price\": \"$15.99\", \"options\": []},\n{\"asin\": \"B09KRZ4RZ4\", \"price\": \"$39.99\", \"options\": []},\n{\"asin\": \"B0BVQPJRLH\", \"price\": \"$19.99\", \"options\": []},\n{\"asin\": \"B0C449R6PX\", \"price\": \"$4.52\", \"options\": []},\n{\"asin\": \"B0C449R6PX\", \"options\": []},\n{\"asin\": \"B0BZ8N8CDZ\", \"price\": \"$13.99\", \"options\": []},\n{\"asin\": \"B0BZ8N8CDZ\", \"options\": []},\n{\"asin\": \"B07DX89ZHN\", \"price\": \"$24.26\", \"options\": []},\n{\"asin\": \"B014LE31OW\", \"price\": \"$31.46\", \"options\": []},\n{\"asin\": \"B087D8JJCT\", \"price\": \"$25.19\", \"options\": []},\n{\"asin\": \"B087D8JJCT\", \"options\": []},\n{\"asin\": \"B08PVYK9GC\", \"options\": []},\n{\"asin\": \"B08FYD8CCV\", \"options\": []},\n{\"asin\": \"B00I32AN4K\", \"price\": \"$14.24\", \"options\": []},\n{\"asin\": \"B00Y8MP4G6\", \"price\": \"$28.73\", \"options\": []},\n{\"asin\": \"B0BCDFRVKW\", \"price\": \"$119.99\", \"options\": []},\n{\"asin\": \"B00Y8MP4G6\", \"price\": \"$30.24\", \"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\": \"2025-04-03T21:01:48.059Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\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\": \"Specialized Flashback Bicycle Tail Light\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"BLITZU 2025 Cyborg 200H Bike Headlight or 200T Tail Light USB-C Rechargeable LED Bicycle Lights Set Front Back Night Riding, Cycling Safety Reflector Accessories\", \"asin\": \"B0BHL3N48P\", \"price\": \"$15.96\", \"quantity\": \"\"},\n{\"title\": \"Magicshine SEEMEE 200 Rechargeable Bike Tail Lights,200 Lumens Max Output,360\\u00b0 Visibility Bicycle Lights, Smart Brake Sensor IPX6 Waterproof Rear Bike Lights 5 Modes for Road Urban Cyclists\", \"asin\": \"B0CJLDSQTF\", \"price\": \"$29.87\", \"quantity\": \"\"},\n{\"title\": \"TEGUANGMEI Bike Tail Light with Turn Signal, Split Bicycle Rear Lights, USB Rechargeable Turn Signal Bike Taillights for Cycling, Cyclist Safety Warning Bike Light 5 Mode (Only One Remote Control)\", \"asin\": \"B0CMXDFCYS\", \"price\": \"$20.69\", \"quantity\": \"\"},\n{\"title\": \"Bike Lights for Night Riding, USB Rechargeable Bike Lights Front and Back, Waterproof IP65 Bicycle Light, 4+6 Modes Bike Headlight and Tail Light Set,1.5 Hrs Fast Charging, Easy to Install\", \"asin\": \"B0BVMGJKHD\", \"price\": \"$12.73\", \"quantity\": \"\"},\n{\"title\": \"Smart Bike Tail Light Brake Sensing Rear Lights, Bike Lights for Night Riding Rechargeable Auto On/Off, Ultra Bright Bicycle Light Waterproof, LED Cycling Safety Warning Taillight Accessories\", \"asin\": \"B0DKFLY297\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Bryton GARDIA R300L Cycling/Bike Radar with Tail Light, Visual and Audible Alerts for Vehicles up to 207 Yards Away, IPX7 Waterproof, Viewing Angle 220\\u00b0, Support APP Display\", \"asin\": \"B0BV1Z2K62\", \"price\": \"$89.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"EILIOC 6400mAh Bike Lights for Night Riding,USB C Rechargeable Bicycle Light Front and Rear Super Bright 1200 Lumen Bike Headlight and Taillight Set Led Cycling Flashlight for MTB and Road Bike\", \"asin\": \"B08JV2NF9T\"}],\n\"search_results\": [{\"title\": \"X5 Smart Bike Tail Light with Turn Signals and Automatic Brake Light Wireless Remote Control Bike Rear Light Back USB Rechargeable Safety Warning Cycling Light Fits on Any Road Bicycle\", \"asin\": \"B075PYDN5V\", \"price\": \"$35.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"Smart Bike Tail Light, Brake Sensing Rear Lights, Auto On/Off, Waterproof, USB Rechargeable, Ultra Bright LED Warning Back Bicycle Flashlight, Cycling Safety Accessories\", \"asin\": \"B07W4PGHK7\", \"price\": \"$22.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Tail Light Radar, CYCLAMI Smart Brake Warning Radar Detection 500m Monitoring Distance, Auto Light, Rear Taillight with Visual Alerts for Approaching Vehicles, USB Rechargeable, IPX6\", \"asin\": \"B0D8HZ2JF2\", \"price\": \"$21.83\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"USB Rechargeable LED Bike Tail Light \\u2013 Daffodil LEC500 - Bright Cycling Safety Flashlight, 5 Lighting Modes, Waterproof Bicycle Light\", \"asin\": \"B07ZVP59CM\", \"price\": \"$17.96\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"4 Pack LED Safety Light, Clip on Reflective Gear Lights for Walking at Night, Running, Jogging, High Visibility Strobe Light Accessories for Runners, Kids, Hiking, Kayak, Cycling, Camping, Boat\", \"asin\": \"B01N0P82VG\", \"price\": \"$17.79\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Superflash USB bike tail light\", \"asin\": \"B00GA1YV30\", \"price\": \"$34.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Tail Light USB Rechargeable-Super Bright LED Bicycle Rear Light with Red/Blue/Green Color Waterproof Taillight for Cycling Safety\", \"asin\": \"B083B824YG\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Best Bright Bike Light for Night Riding, 14000 Lumen Bicycle Light High Beam Low Beam, USB-C Rechargeable Bicycle Headlight Set, Waterproof Bike Headlight and Taillight for Adult Kid\", \"asin\": \"B0CPHX122B\", \"price\": \"$26.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"TR150 Bike Tail Light, 280\\u00b0 Visible Bike Rear Light with Brake Detection and Auto On Off Feature\", \"asin\": \"B0DGQ9C2NJ\", \"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\": \"Bike Lights, Bike Reflectors Front and Back. LED Rechargeable Headlight Rear Taillight & Bell Set Bicycle Accessories for Night Riding Men Women Kids. Gift for Dad, Mom, Boys, Girls\", \"asin\": \"B014QEWX2I\", \"price\": \"$18.95\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"FR160 Compatible with Garmin Bike Computer, Bike Light for Being Seen, Compact Flashing Light for Bike Safety with 6 Modes, Side Visibility (Patent Protected)\", \"asin\": \"B0BV5V1M3S\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"Superflash Bike Tail Light\", \"asin\": \"B000KBEH1W\", \"price\": \"$24.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"LED Safety Light (2 Pack) - Clip On Strobe/Running Lights for Runners, Dog, Bike, Walking, Boat, Kayak, Stroller and More - High Visibility Accessories for Your Reflective Gear, Bicycle\", \"asin\": \"B019V7KWT6\", \"price\": \"$18.97\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rechargeable Bike Tail Light LED Bicycle Rear Light Cycling Night Essential Bright Seat Back Safety Lamp 5 Modes Warning Waterproof Flash MTB Light for Men Women Kids\", \"asin\": \"B0D5M2MWH8\", \"price\": \"$13.88\", \"delivery\": \"FREE delivery Apr 23 - 30 on $35 of items shipped by Amazon Or fastest delivery Apr 22 - 27\"},\n{\"title\": \"Rechargeable Bike Light, Bike Headlight and Tail Light Set, Powerful Front and Back Lights for Night Riding Safety, Night Riding Accessories, White Elephant Stocking Stuffer for Men\", \"asin\": \"B08QVGJFLM\", \"price\": \"$22.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bright Bike Light for Night Riding, 9000 Lumen Bicycle Light High Beam Low Beam, USB Rechargeable Bicycle Headlight Set, Waterproof Bike Headlight and Taillight for Adult Kid Mountain\", \"asin\": \"B0CFWVX76B\", \"price\": \"$20.51\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Lights Set LED Super Bright Rechargeable USB-C Headlight Front and Back Light Kit for Night Riding in Mountain 6+4 Light Modes Waterproof Gift for Men Women Boys Kids Black\", \"asin\": \"B0DKCFGW3W\", \"price\": \"$19.98\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Smart Bike Tail Light,120 Lumen Bicycle Tail Light. Brake Sensing Rear Lights, Auto On/Off, Waterproof, USB Rechargeable, Ultra Bright LED Warning Back Bicycle Flashlight, Cycling Safety Accessories\", \"asin\": \"B0DDT1GDHH\", \"price\": \"$18.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Lights, Rechargeable Bicycle Lights Set Super Bright 8+12 Modes, IPX6 Waterproof Bike Lights for Night Riding/Cycling Safety, Front and Back Taillight Reflectors, 58 Hrs Long Battery Life\", \"asin\": \"B0B56VFFP2\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rechargeable Bike Lights Front and Rear 4 Mode IPX4 Waterproof, Easy Install Bicycle Headlight Taillight for Road Mountain Cycling Scooters Adults Kids (2-Pack)\", \"asin\": \"B0DSPJ56TX\", \"price\": \"$19.49\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"LED Safety Light, Clip On Strobe/Running Lights for Runners, Bike Tail Light with 5 Lighting Modes, High Visibility Accessories for Cycling, Hiking, Dogs and Kids\", \"asin\": \"B07NRZFS8V\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bicycle Light Front and Rear Silicone LED Bike Light Set - Bike Headlight and Taillight,Waterproof & Safety Road,Mountain Bike Lights,Batteries Included\", \"asin\": \"B01L773R9A\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Tail Light Rechargeable 2 Pack, Rear Red Bike Light for Night Riding, Back Bicycle Taillights with Great Battery Life, Easy to Install On Any Bike Trailer or Helmet\", \"asin\": \"B07H4R3LPX\", \"price\": \"$18.95\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Lights for Night Riding, 1200 Lumen Bicycle Front Headlight and Back Taillight with 4+5 Light Modes, USB Rechargeable Bright Bike Light Set for Cyclists and Commuters\", \"asin\": \"B0D8SV91B9\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Lights Supper Bright, 1000 Lumens Bike Lights for Night Riding, 8+7 Modes & Sturdy Aluminum Alloy Bicycle Light, IP65 Waterproof & USB Rechargeable Bike Headlight and Tail Light Set\", \"asin\": \"B0DB89SW5T\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"USA: 150 Lumen Super Bright USB Rechargeable Bike Tail Light - IP67 Waterproof, FL-1 Impact Resistant - Pro Grade Quality Bike Tail Light - Red Bicycle Back Light\", \"asin\": \"B099YMZXL2\", \"price\": \"$27.95\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"2-Tire Pack LED Bike Wheel Lights with Batteries Included, Get 100% Brighter and Visible from All Angles for Ultimate Safety and Style\", \"asin\": \"B076GZ5MVF\", \"price\": \"$20.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Super Bright Bike Laser Light USB Rechargeable Bike Tail Light Rear and Front Cycling Lights 5 LED 6 Modes Waterproof Mountain Bicycle Light with Safety Warning Lamp for Bicycle Night Riding\", \"asin\": \"B094N2KHYZ\", \"price\": \"$23.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Light\", \"asin\": \"B09SKPM9MQ\", \"price\": \"$18.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon Only 16 left in stock - order soon.\"},\n{\"title\": \"Smart Bike Tail Light,120 Lumen Bicycle Tail Light. Brake Sensing Rear Lights, Auto On/Off, Waterproof, USB Rechargeable, Ultra Bright LED Warning Back Bicycle Flashlight, Cycling Safety Accessories\", \"asin\": \"B0DDT1GDHH\", \"price\": \"$18.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Tail Light, Super Bright Cyclist Safety LED Warning Bike Flashlight, 7 Colors 14 Modes RGB Skateboard Light, Bicycle Rear Light Rechargeable & Waterproof, for Scooter Light Accessories\", \"asin\": \"B0BMZYPDXP\", \"price\": \"$17.85\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"COB Bike Tail Light - Brake Sensing Technology - Ultra Bright Bike Rear Light LED -and Tool-Free Mounting I Rechargeable and Long-Lasting Rear Bike Light - Bicycle Lights for Night Riding\", \"asin\": \"B09MCYYBWX\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Tail Light, Rear Bike Light, 5 Modes, Type-C Rechargeable, 1oz Lightweight, IPX5, Aluminum Alloy Bike Taillight for Night Riding\", \"asin\": \"B0CJRCZCSW\", \"price\": \"$13.75\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Omega 330 Lumens USB Rechargeable Bike Tail Light Powerful Daylight Visible Bicycle LED Rear Light Easy to Install Road Mountain City Commuting Adventure Cycling Safety Flash\", \"asin\": \"B09G4G8GM3\", \"price\": \"$53.09\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bike Tail Light Rear Bike Light Rechargeable Bike Rear Light Waterproof Bike Taillightv\", \"asin\": \"B08GP6SN74\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Smart Bike Tail Light USB Rechargeable Bicycle Turn Signals with Remote Control Rear Bike Light Waterproof Safety Warning Back Lights Bike Alarm for Night Riding Mountain\", \"asin\": \"B09Z65WJ97\", \"price\": \"$6.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"4 Pcs Bike Light USB Rechargeable Bike Tail Light Bicycle Headlight Tail Light Set Ultra Bright Bicycle LED Safety Light Waterproof Cycling Taillight 7 Modes for Road Mountain Night Riding\", \"asin\": \"B08L9CYSZ2\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Smart Bike Seat/Bike Basket Tail Light with Turn Signals and Brake Light, Bike Alarm Horn with Remote, Rechargeable Rear Bike Light for Night Riding, Waterproof Bicycle Tail Light with Mount\", \"asin\": \"B0CRTMPX6M\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"2025 New Bike Lights for Night Riding, Aluminum 10000 Lumens Rechargeable 6000mAh Super Bright Bicycle Headlight and Back Taillight, Waterproof LED Display 6+4 Modes Bicycle Lights Sets\", \"asin\": \"B0DGL64R2C\", \"price\": \"$24.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Electric Bicycle Rear Light, 36-60V Tail Brake Light, Ebike Rear Tail Safety Light, Warning Rear Lamp for Electric Bike\", \"asin\": \"B0B9FL4H89\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Lights Set, Rechargeable Bicycle Lights Front and Rear, 4 Light Mode Options, Bike Headlight, IPX4 Waterproof, Easy to Install for Men Women Road \\uff08 2 Pack \\uff09\", \"asin\": \"B0DF7X2WXY\", \"price\": \"$20.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike LED Tail Light, Vintage Rear Light with Chrome Look - Classic Tour Bicycle Accessories (LM-002)\", \"asin\": \"B08KT6K6TW\", \"price\": \"$22.49\", \"delivery\": \"FREE delivery Apr 22 - 26 on $35 of items shipped by Amazon Or fastest delivery Apr 19 - 23\"},\n{\"title\": \"TAILGATOR 300 Lumen Brake-Sensing Bike Light - Auto-Detecting Technology Prevents Accidents - Ultra-Bright Day/Night Visibility - 60 Hour Battery\", \"asin\": \"B094YQFR6Q\", \"price\": \"$79.95\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bike Tail Light, Smart Bicycle Tail Light with Brake Sensing, Waterproof Rear Bike Light, USB Rechargeable Bike Lights, Bike Lights for Night Riding\", \"asin\": \"B0CJDPKFBB\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rechargeable Bike Tail Light, Brake Sensing Rear Bike Light, Ultra Bright Led Bicycle Tail Lights for Night Ride, Ipx6 Waterproof Safety Flashlight, Cycling Safety Accessories\", \"asin\": \"B0DHCKCHC4\", \"price\": \"$18.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Headlight Rechargeable USB-C, Bicycle Lights 4000LM Ultra Bright, Mountain Bike Light Set for Night Riding, 6+5 Mode Waterproof Front Bike Light & Rear Light for Road, Cycling\", \"asin\": \"B0CF8JRB6R\", \"price\": \"$12.10\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"2 Pcs Bicycle Tail Light 110 Lumens USB Rechargeable LED Waterproof Cycling Safety Light with 5 Modes for Road Mountain Night Riding\", \"asin\": \"B08DKVX16G\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"TR500 500 Lumens Bike Tail Light for Daytime Night Riding, Brake Sensing Bike Rear Light with Side Visibility, 6 Light Modes, USB C Rechargeable Fit Round/Aero Seat Posts\", \"asin\": \"B0BR5MKRP9\", \"price\": \"$59.95\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"2025 Cyborg 168H Bike Headlight or 168T Tail Light USB Rechargeable LED Rear Bicycle Lights Set Front Back Night Riding, Cycling Safety Reflector Accessories\", \"asin\": \"B015IEJ0GC\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bicycle Tail Light LED Safety Light (4 Pack) Bike Rear Light LED | Clip On Strobe/Running Lights for Runners, Dogs, Bike, Walking | High Visibility Accessories for Your Reflective Gear, Bicycle etc.\", \"asin\": \"B08RHL2BLG\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hotshot Pro 200 & 150 Lumen Bicycle Taillight Models- Hard & Flexible Mount Styles\\u2013 6 Night & Day Modes\\u2013 User Tunable Flash Speeds- IP64 WaterResistant\\u2013 USB Recharge\\u2013Great for Busy Roads\", \"asin\": \"B07J2XBCG4\", \"price\": \"$40.07\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bike Tail Light Smart Brake Sensing Rear Bike Light Led Bike Lights,Type C USB Rechargeable,IPX6 Waterproof Bike Light for Night Riding\", \"asin\": \"B0CZMKFGSC\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Smart Bike Tail Light,Brake Sensing Rear Lights,Auto On/Off,Runtime 35 Hours,Type-C Rechargeable Ultra Bright LED Taillight,IPX5 Waterproof\", \"asin\": \"B0DPPGW173\", \"price\": \"$11.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rechargeable Bike Lights, Ultra Bright Bicycle Lights for Night Riding, Road Mountain Bike Accessories for Kids Adults - Bike Headlight with Tail Light\", \"asin\": \"B0CBTVV53Y\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"2025 New 6 LED 10000 Lumen Super Bright Bike Lights for Night Riding,360\\u00b0Rotatable Bike Headlight,Bicycle Light-10 Modes,Runtime 36+ hrs,Upgrade Waterproof USB Rechargeable Bike Light,with Taillight\", \"asin\": \"B09YHXW9RJ\", \"price\": \"$37.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bike Tail Light, 40 Hours Long Runtime, USB Rechargeable, Ultra Bright LED Bicycle Rear Light, 5 Light Modes, IPX5 Waterproof Taillight for Night Riding\", \"asin\": \"B0D3QSH6V8\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Lights, [8+12 Modes & USB Rechargeable] Ultra Bright LED Bike Lights for Night Riding Front and Back Flashlight, IP65 Waterproof Bicycle Headlight and Tail Light, Strobe Lights\", \"asin\": \"B0D6W8RDMZ\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Tail Light (2 Packs), USB Rechargeable LED Bicycle Rear Light, Ultra Bright Waterproof Bike Light for Cycling Safety, Red/Green/Blue 7 Light Modes Fits on Any Road or Mountain Bike\", \"asin\": \"B07S5KVPQ4\", \"price\": \"$17.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Tail Light USB Rechargeable - Super Bright LED Rear Bicycle Light Clip On as Red Back Taillight with 6 Lighting Modes for Road Mountain Cycling Safety Accessories (Red)\", \"asin\": \"B075474TBS\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"NT101 Bike Tail Light with Turn Signals 160lm Rear Bicycle Light with Bike Horn Alarm for Seatposts/Cargo Rack, Auto ON/Off Bike Brake Light Ground Warning Lights for Night Riding Safety\", \"asin\": \"B0DMZZXT85\", \"price\": \"$44.95\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bike Tail Light LED Rechargeable Rear Bicycle Light for Night Riding Cycling Bright Back Mountain Bike Ebike Accessories Waterproof Safety Warning Light for Adult Kids\", \"asin\": \"B0DBHJ8W9Q\", \"price\": \"$11.98\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Smart Bike Tail Light Rechargeable Brake Sensing Bike Brake Light with 4 Warning Lighting Modes, Aluminum IPX5 Waterproof Rear Bike Light for Night Riding\", \"asin\": \"B0DNDSCH42\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon Or fastest delivery Mon, Apr 14\"},\n{\"title\": \"Hotrod 120, 90, 50 Lumen Bicycle Tail Light Models- Night & Daytime Modes\\u2013 Wide Glowing LEDs- Compact Sleek\\u2013 IP64 Water Resistant\\u2013 Sturdy Flexible Mount- USB Recharging\\u2013Great for Busy Roads\", \"asin\": \"B09BBQLYQB\", \"price\": \"$35.80\", \"delivery\": \"FREE delivery Apr 20 - 24 Or fastest delivery Apr 17 - 21\"},\n{\"title\": \"Super Bright Bike Lights for Night Riding, USB Rechargeable Mountain Bicycle Headlight, Waterproof, 6+4 Light Modes Bike Light Set for Cyclists and Commuters\", \"asin\": \"B0DHNXQ1CB\", \"price\": \"$31.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Tail Light with Turn Signals USB Rechargeable Wireless Remote Control IPX4 Waterproof Ultra Bright LED Safety Warning Bike Taillight for Night Riding\", \"asin\": \"B0D179YTMD\", \"price\": \"$11.98\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 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\": \"2025-04-10T20:22:03.308Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T20:22:03.308Z
click
cart_side_bar
rule
train
15
2025-04-10T20:22:03.308Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} <|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": "Specialized Flashback Bicycle Tail Light"}], "cart_items": [{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.21", "quantity": "1"}], "promotion_items": [{"title": "BLITZU 2025 Cyborg 200H Bike Headlight or 200T Tail Light USB-C Rechargeable LED Bicycle Lights Set Front Back Night Riding, Cycling Safety Reflector Accessories", "asin": "B0BHL3N48P", "price": "$15.96", "quantity": ""}, {"title": "Magicshine SEEMEE 200 Rechargeable Bike Tail Lights,200 Lumens Max Output,360\u00b0 Visibility Bicycle Lights, Smart Brake Sensor IPX6 Waterproof Rear Bike Lights 5 Modes for Road Urban Cyclists", "asin": "B0CJLDSQTF", "price": "$29.87", "quantity": ""}, {"title": "TEGUANGMEI Bike Tail Light with Turn Signal, Split Bicycle Rear Lights, USB Rechargeable Turn Signal Bike Taillights for Cycling, Cyclist Safety Warning Bike Light 5 Mode (Only One Remote Control)", "asin": "B0CMXDFCYS", "price": "$20.69", "quantity": ""}, {"title": "Bike Lights for Night Riding, USB Rechargeable Bike Lights Front and Back, Waterproof IP65 Bicycle Light, 4+6 Modes Bike Headlight and Tail Light Set,1.5 Hrs Fast Charging, Easy to Install", "asin": "B0BVMGJKHD", "price": "$12.73", "quantity": ""}, {"title": "Smart Bike Tail Light Brake Sensing Rear Lights, Bike Lights for Night Riding Rechargeable Auto On/Off, Ultra Bright Bicycle Light Waterproof, LED Cycling Safety Warning Taillight Accessories", "asin": "B0DKFLY297", "price": "$16.99", "quantity": ""}, {"title": "Bryton GARDIA R300L Cycling/Bike Radar with Tail Light, Visual and Audible Alerts for Vehicles up to 207 Yards Away, IPX7 Waterproof, Viewing Angle 220\u00b0, Support APP Display", "asin": "B0BV1Z2K62", "price": "$89.95", "quantity": ""}], "ads": [{"title": "EILIOC 6400mAh Bike Lights for Night Riding,USB C Rechargeable Bicycle Light Front and Rear Super Bright 1200 Lumen Bike Headlight and Taillight Set Led Cycling Flashlight for MTB and Road Bike", "asin": "B08JV2NF9T"}], "search_results": [{"title": "X5 Smart Bike Tail Light with Turn Signals and Automatic Brake Light Wireless Remote Control Bike Rear Light Back USB Rechargeable Safety Warning Cycling Light Fits on Any Road Bicycle", "asin": "B075PYDN5V", "price": "$35.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15"}, {"title": "Smart Bike Tail Light, Brake Sensing Rear Lights, Auto On/Off, Waterproof, USB Rechargeable, Ultra Bright LED Warning Back Bicycle Flashlight, Cycling Safety Accessories", "asin": "B07W4PGHK7", "price": "$22.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bike Tail Light Radar, CYCLAMI Smart Brake Warning Radar Detection 500m Monitoring Distance, Auto Light, Rear Taillight with Visual Alerts for Approaching Vehicles, USB Rechargeable, IPX6", "asin": "B0D8HZ2JF2", "price": "$21.83", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "USB Rechargeable LED Bike Tail Light \u2013 Daffodil LEC500 - Bright Cycling Safety Flashlight, 5 Lighting Modes, Waterproof Bicycle Light", "asin": "B07ZVP59CM", "price": "$17.96", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "4 Pack LED Safety Light, Clip on Reflective Gear Lights for Walking at Night, Running, Jogging, High Visibility Strobe Light Accessories for Runners, Kids, Hiking, Kayak, Cycling, Camping, Boat", "asin": "B01N0P82VG", "price": "$17.79", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Superflash USB bike tail light", "asin": "B00GA1YV30", "price": "$34.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bike Tail Light USB Rechargeable-Super Bright LED Bicycle Rear Light with Red/Blue/Green Color Waterproof Taillight for Cycling Safety", "asin": "B083B824YG", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Best Bright Bike Light for Night Riding, 14000 Lumen Bicycle Light High Beam Low Beam, USB-C Rechargeable Bicycle Headlight Set, Waterproof Bike Headlight and Taillight for Adult Kid", "asin": "B0CPHX122B", "price": "$26.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "TR150 Bike Tail Light, 280\u00b0 Visible Bike Rear Light with Brake Detection and Auto On Off Feature", "asin": "B0DGQ9C2NJ", "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": "Bike Lights, Bike Reflectors Front and Back. LED Rechargeable Headlight Rear Taillight & Bell Set Bicycle Accessories for Night Riding Men Women Kids. Gift for Dad, Mom, Boys, Girls", "asin": "B014QEWX2I", "price": "$18.95", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "FR160 Compatible with Garmin Bike Computer, Bike Light for Being Seen, Compact Flashing Light for Bike Safety with 6 Modes, Side Visibility (Patent Protected)", "asin": "B0BV5V1M3S", "price": "$39.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15"}, {"title": "Superflash Bike Tail Light", "asin": "B000KBEH1W", "price": "$24.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "LED Safety Light (2 Pack) - Clip On Strobe/Running Lights for Runners, Dog, Bike, Walking, Boat, Kayak, Stroller and More - High Visibility Accessories for Your Reflective Gear, Bicycle", "asin": "B019V7KWT6", "price": "$18.97", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Rechargeable Bike Tail Light LED Bicycle Rear Light Cycling Night Essential Bright Seat Back Safety Lamp 5 Modes Warning Waterproof Flash MTB Light for Men Women Kids", "asin": "B0D5M2MWH8", "price": "$13.88", "delivery": "FREE delivery Apr 23 - 30 on $35 of items shipped by Amazon Or fastest delivery Apr 22 - 27"}, {"title": "Rechargeable Bike Light, Bike Headlight and Tail Light Set, Powerful Front and Back Lights for Night Riding Safety, Night Riding Accessories, White Elephant Stocking Stuffer for Men", "asin": "B08QVGJFLM", "price": "$22.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bright Bike Light for Night Riding, 9000 Lumen Bicycle Light High Beam Low Beam, USB Rechargeable Bicycle Headlight Set, Waterproof Bike Headlight and Taillight for Adult Kid Mountain", "asin": "B0CFWVX76B", "price": "$20.51", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bike Lights Set LED Super Bright Rechargeable USB-C Headlight Front and Back Light Kit for Night Riding in Mountain 6+4 Light Modes Waterproof Gift for Men Women Boys Kids Black", "asin": "B0DKCFGW3W", "price": "$19.98", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Smart Bike Tail Light,120 Lumen Bicycle Tail Light. Brake Sensing Rear Lights, Auto On/Off, Waterproof, USB Rechargeable, Ultra Bright LED Warning Back Bicycle Flashlight, Cycling Safety Accessories", "asin": "B0DDT1GDHH", "price": "$18.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bike Lights, Rechargeable Bicycle Lights Set Super Bright 8+12 Modes, IPX6 Waterproof Bike Lights for Night Riding/Cycling Safety, Front and Back Taillight Reflectors, 58 Hrs Long Battery Life", "asin": "B0B56VFFP2", "price": "$16.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Rechargeable Bike Lights Front and Rear 4 Mode IPX4 Waterproof, Easy Install Bicycle Headlight Taillight for Road Mountain Cycling Scooters Adults Kids (2-Pack)", "asin": "B0DSPJ56TX", "price": "$19.49", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "LED Safety Light, Clip On Strobe/Running Lights for Runners, Bike Tail Light with 5 Lighting Modes, High Visibility Accessories for Cycling, Hiking, Dogs and Kids", "asin": "B07NRZFS8V", "price": "$12.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bicycle Light Front and Rear Silicone LED Bike Light Set - Bike Headlight and Taillight,Waterproof & Safety Road,Mountain Bike Lights,Batteries Included", "asin": "B01L773R9A", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bike Tail Light Rechargeable 2 Pack, Rear Red Bike Light for Night Riding, Back Bicycle Taillights with Great Battery Life, Easy to Install On Any Bike Trailer or Helmet", "asin": "B07H4R3LPX", "price": "$18.95", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bike Lights for Night Riding, 1200 Lumen Bicycle Front Headlight and Back Taillight with 4+5 Light Modes, USB Rechargeable Bright Bike Light Set for Cyclists and Commuters", "asin": "B0D8SV91B9", "price": "$16.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bike Lights Supper Bright, 1000 Lumens Bike Lights for Night Riding, 8+7 Modes & Sturdy Aluminum Alloy Bicycle Light, IP65 Waterproof & USB Rechargeable Bike Headlight and Tail Light Set", "asin": "B0DB89SW5T", "price": "$14.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "USA: 150 Lumen Super Bright USB Rechargeable Bike Tail Light - IP67 Waterproof, FL-1 Impact Resistant - Pro Grade Quality Bike Tail Light - Red Bicycle Back Light", "asin": "B099YMZXL2", "price": "$27.95", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "2-Tire Pack LED Bike Wheel Lights with Batteries Included, Get 100% Brighter and Visible from All Angles for Ultimate Safety and Style", "asin": "B076GZ5MVF", "price": "$20.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Super Bright Bike Laser Light USB Rechargeable Bike Tail Light Rear and Front Cycling Lights 5 LED 6 Modes Waterproof Mountain Bicycle Light with Safety Warning Lamp for Bicycle Night Riding", "asin": "B094N2KHYZ", "price": "$23.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bike Light", "asin": "B09SKPM9MQ", "price": "$18.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon Only 16 left in stock - order soon."}, {"title": "Smart Bike Tail Light,120 Lumen Bicycle Tail Light. Brake Sensing Rear Lights, Auto On/Off, Waterproof, USB Rechargeable, Ultra Bright LED Warning Back Bicycle Flashlight, Cycling Safety Accessories", "asin": "B0DDT1GDHH", "price": "$18.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bike Tail Light, Super Bright Cyclist Safety LED Warning Bike Flashlight, 7 Colors 14 Modes RGB Skateboard Light, Bicycle Rear Light Rechargeable & Waterproof, for Scooter Light Accessories", "asin": "B0BMZYPDXP", "price": "$17.85", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "COB Bike Tail Light - Brake Sensing Technology - Ultra Bright Bike Rear Light LED -and Tool-Free Mounting I Rechargeable and Long-Lasting Rear Bike Light - Bicycle Lights for Night Riding", "asin": "B09MCYYBWX", "price": "$19.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bike Tail Light, Rear Bike Light, 5 Modes, Type-C Rechargeable, 1oz Lightweight, IPX5, Aluminum Alloy Bike Taillight for Night Riding", "asin": "B0CJRCZCSW", "price": "$13.75", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Omega 330 Lumens USB Rechargeable Bike Tail Light Powerful Daylight Visible Bicycle LED Rear Light Easy to Install Road Mountain City Commuting Adventure Cycling Safety Flash", "asin": "B09G4G8GM3", "price": "$53.09", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15"}, {"title": "Bike Tail Light Rear Bike Light Rechargeable Bike Rear Light Waterproof Bike Taillightv", "asin": "B08GP6SN74", "price": "$16.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Smart Bike Tail Light USB Rechargeable Bicycle Turn Signals with Remote Control Rear Bike Light Waterproof Safety Warning Back Lights Bike Alarm for Night Riding Mountain", "asin": "B09Z65WJ97", "price": "$6.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "4 Pcs Bike Light USB Rechargeable Bike Tail Light Bicycle Headlight Tail Light Set Ultra Bright Bicycle LED Safety Light Waterproof Cycling Taillight 7 Modes for Road Mountain Night Riding", "asin": "B08L9CYSZ2", "price": "$14.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Smart Bike Seat/Bike Basket Tail Light with Turn Signals and Brake Light, Bike Alarm Horn with Remote, Rechargeable Rear Bike Light for Night Riding, Waterproof Bicycle Tail Light with Mount", "asin": "B0CRTMPX6M", "price": "$39.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15"}, {"title": "2025 New Bike Lights for Night Riding, Aluminum 10000 Lumens Rechargeable 6000mAh Super Bright Bicycle Headlight and Back Taillight, Waterproof LED Display 6+4 Modes Bicycle Lights Sets", "asin": "B0DGL64R2C", "price": "$24.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Electric Bicycle Rear Light, 36-60V Tail Brake Light, Ebike Rear Tail Safety Light, Warning Rear Lamp for Electric Bike", "asin": "B0B9FL4H89", "price": "$12.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bike Lights Set, Rechargeable Bicycle Lights Front and Rear, 4 Light Mode Options, Bike Headlight, IPX4 Waterproof, Easy to Install for Men Women Road \uff08 2 Pack \uff09", "asin": "B0DF7X2WXY", "price": "$20.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bike LED Tail Light, Vintage Rear Light with Chrome Look - Classic Tour Bicycle Accessories (LM-002)", "asin": "B08KT6K6TW", "price": "$22.49", "delivery": "FREE delivery Apr 22 - 26 on $35 of items shipped by Amazon Or fastest delivery Apr 19 - 23"}, {"title": "TAILGATOR 300 Lumen Brake-Sensing Bike Light - Auto-Detecting Technology Prevents Accidents - Ultra-Bright Day/Night Visibility - 60 Hour Battery", "asin": "B094YQFR6Q", "price": "$79.95", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15"}, {"title": "Bike Tail Light, Smart Bicycle Tail Light with Brake Sensing, Waterproof Rear Bike Light, USB Rechargeable Bike Lights, Bike Lights for Night Riding", "asin": "B0CJDPKFBB", "price": "$19.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Rechargeable Bike Tail Light, Brake Sensing Rear Bike Light, Ultra Bright Led Bicycle Tail Lights for Night Ride, Ipx6 Waterproof Safety Flashlight, Cycling Safety Accessories", "asin": "B0DHCKCHC4", "price": "$18.99", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bike Headlight Rechargeable USB-C, Bicycle Lights 4000LM Ultra Bright, Mountain Bike Light Set for Night Riding, 6+5 Mode Waterproof Front Bike Light & Rear Light for Road, Cycling", "asin": "B0CF8JRB6R", "price": "$12.10", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "2 Pcs Bicycle Tail Light 110 Lumens USB Rechargeable LED Waterproof Cycling Safety Light with 5 Modes for Road Mountain Night Riding", "asin": "B08DKVX16G", "price": "$14.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "TR500 500 Lumens Bike Tail Light for Daytime Night Riding, Brake Sensing Bike Rear Light with Side Visibility, 6 Light Modes, USB C Rechargeable Fit Round/Aero Seat Posts", "asin": "B0BR5MKRP9", "price": "$59.95", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15"}, {"title": "2025 Cyborg 168H Bike Headlight or 168T Tail Light USB Rechargeable LED Rear Bicycle Lights Set Front Back Night Riding, Cycling Safety Reflector Accessories", "asin": "B015IEJ0GC", "price": "$16.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bicycle Tail Light LED Safety Light (4 Pack) Bike Rear Light LED | Clip On Strobe/Running Lights for Runners, Dogs, Bike, Walking | High Visibility Accessories for Your Reflective Gear, Bicycle etc.", "asin": "B08RHL2BLG", "price": "$7.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Hotshot Pro 200 & 150 Lumen Bicycle Taillight Models- Hard & Flexible Mount Styles\u2013 6 Night & Day Modes\u2013 User Tunable Flash Speeds- IP64 WaterResistant\u2013 USB Recharge\u2013Great for Busy Roads", "asin": "B07J2XBCG4", "price": "$40.07", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15"}, {"title": "Bike Tail Light Smart Brake Sensing Rear Bike Light Led Bike Lights,Type C USB Rechargeable,IPX6 Waterproof Bike Light for Night Riding", "asin": "B0CZMKFGSC", "price": "$16.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Smart Bike Tail Light,Brake Sensing Rear Lights,Auto On/Off,Runtime 35 Hours,Type-C Rechargeable Ultra Bright LED Taillight,IPX5 Waterproof", "asin": "B0DPPGW173", "price": "$11.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Rechargeable Bike Lights, Ultra Bright Bicycle Lights for Night Riding, Road Mountain Bike Accessories for Kids Adults - Bike Headlight with Tail Light", "asin": "B0CBTVV53Y", "price": "$7.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "2025 New 6 LED 10000 Lumen Super Bright Bike Lights for Night Riding,360\u00b0Rotatable Bike Headlight,Bicycle Light-10 Modes,Runtime 36+ hrs,Upgrade Waterproof USB Rechargeable Bike Light,with Taillight", "asin": "B09YHXW9RJ", "price": "$37.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15"}, {"title": "Bike Tail Light, 40 Hours Long Runtime, USB Rechargeable, Ultra Bright LED Bicycle Rear Light, 5 Light Modes, IPX5 Waterproof Taillight for Night Riding", "asin": "B0D3QSH6V8", "price": "$7.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bike Lights, [8+12 Modes & USB Rechargeable] Ultra Bright LED Bike Lights for Night Riding Front and Back Flashlight, IP65 Waterproof Bicycle Headlight and Tail Light, Strobe Lights", "asin": "B0D6W8RDMZ", "price": "$16.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bike Tail Light (2 Packs), USB Rechargeable LED Bicycle Rear Light, Ultra Bright Waterproof Bike Light for Cycling Safety, Red/Green/Blue 7 Light Modes Fits on Any Road or Mountain Bike", "asin": "B07S5KVPQ4", "price": "$17.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bike Tail Light USB Rechargeable - Super Bright LED Rear Bicycle Light Clip On as Red Back Taillight with 6 Lighting Modes for Road Mountain Cycling Safety Accessories (Red)", "asin": "B075474TBS", "price": "$14.99", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "NT101 Bike Tail Light with Turn Signals 160lm Rear Bicycle Light with Bike Horn Alarm for Seatposts/Cargo Rack, Auto ON/Off Bike Brake Light Ground Warning Lights for Night Riding Safety", "asin": "B0DMZZXT85", "price": "$44.95", "delivery": "Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15"}, {"title": "Bike Tail Light LED Rechargeable Rear Bicycle Light for Night Riding Cycling Bright Back Mountain Bike Ebike Accessories Waterproof Safety Warning Light for Adult Kids", "asin": "B0DBHJ8W9Q", "price": "$11.98", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Smart Bike Tail Light Rechargeable Brake Sensing Bike Brake Light with 4 Warning Lighting Modes, Aluminum IPX5 Waterproof Rear Bike Light for Night Riding", "asin": "B0DNDSCH42", "price": "$11.99", "delivery": "FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon Or fastest delivery Mon, Apr 14"}, {"title": "Hotrod 120, 90, 50 Lumen Bicycle Tail Light Models- Night & Daytime Modes\u2013 Wide Glowing LEDs- Compact Sleek\u2013 IP64 Water Resistant\u2013 Sturdy Flexible Mount- USB Recharging\u2013Great for Busy Roads", "asin": "B09BBQLYQB", "price": "$35.80", "delivery": "FREE delivery Apr 20 - 24 Or fastest delivery Apr 17 - 21"}, {"title": "Super Bright Bike Lights for Night Riding, USB Rechargeable Mountain Bicycle Headlight, Waterproof, 6+4 Light Modes Bike Light Set for Cyclists and Commuters", "asin": "B0DHNXQ1CB", "price": "$31.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon"}, {"title": "Bike Tail Light with Turn Signals USB Rechargeable Wireless Remote Control IPX4 Waterproof Ultra Bright LED Safety Warning Bike Taillight for Night Riding", "asin": "B0D179YTMD", "price": "$11.98", "delivery": "Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 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": "2025-04-10T20:22:03.308Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:22:03.308Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T20:22:03.308Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>", "index": 15, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\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\": \"Specialized Flashback Bicycle Tail Light\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"BLITZU 2025 Cyborg 200H Bike Headlight or 200T Tail Light USB-C Rechargeable LED Bicycle Lights Set Front Back Night Riding, Cycling Safety Reflector Accessories\", \"asin\": \"B0BHL3N48P\", \"price\": \"$15.96\", \"quantity\": \"\"},\n{\"title\": \"Magicshine SEEMEE 200 Rechargeable Bike Tail Lights,200 Lumens Max Output,360\\u00b0 Visibility Bicycle Lights, Smart Brake Sensor IPX6 Waterproof Rear Bike Lights 5 Modes for Road Urban Cyclists\", \"asin\": \"B0CJLDSQTF\", \"price\": \"$29.87\", \"quantity\": \"\"},\n{\"title\": \"TEGUANGMEI Bike Tail Light with Turn Signal, Split Bicycle Rear Lights, USB Rechargeable Turn Signal Bike Taillights for Cycling, Cyclist Safety Warning Bike Light 5 Mode (Only One Remote Control)\", \"asin\": \"B0CMXDFCYS\", \"price\": \"$20.69\", \"quantity\": \"\"},\n{\"title\": \"Bike Lights for Night Riding, USB Rechargeable Bike Lights Front and Back, Waterproof IP65 Bicycle Light, 4+6 Modes Bike Headlight and Tail Light Set,1.5 Hrs Fast Charging, Easy to Install\", \"asin\": \"B0BVMGJKHD\", \"price\": \"$12.73\", \"quantity\": \"\"},\n{\"title\": \"Smart Bike Tail Light Brake Sensing Rear Lights, Bike Lights for Night Riding Rechargeable Auto On/Off, Ultra Bright Bicycle Light Waterproof, LED Cycling Safety Warning Taillight Accessories\", \"asin\": \"B0DKFLY297\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Bryton GARDIA R300L Cycling/Bike Radar with Tail Light, Visual and Audible Alerts for Vehicles up to 207 Yards Away, IPX7 Waterproof, Viewing Angle 220\\u00b0, Support APP Display\", \"asin\": \"B0BV1Z2K62\", \"price\": \"$89.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"EILIOC 6400mAh Bike Lights for Night Riding,USB C Rechargeable Bicycle Light Front and Rear Super Bright 1200 Lumen Bike Headlight and Taillight Set Led Cycling Flashlight for MTB and Road Bike\", \"asin\": \"B08JV2NF9T\"}],\n\"search_results\": [{\"title\": \"X5 Smart Bike Tail Light with Turn Signals and Automatic Brake Light Wireless Remote Control Bike Rear Light Back USB Rechargeable Safety Warning Cycling Light Fits on Any Road Bicycle\", \"asin\": \"B075PYDN5V\", \"price\": \"$35.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"Smart Bike Tail Light, Brake Sensing Rear Lights, Auto On/Off, Waterproof, USB Rechargeable, Ultra Bright LED Warning Back Bicycle Flashlight, Cycling Safety Accessories\", \"asin\": \"B07W4PGHK7\", \"price\": \"$22.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Tail Light Radar, CYCLAMI Smart Brake Warning Radar Detection 500m Monitoring Distance, Auto Light, Rear Taillight with Visual Alerts for Approaching Vehicles, USB Rechargeable, IPX6\", \"asin\": \"B0D8HZ2JF2\", \"price\": \"$21.83\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"USB Rechargeable LED Bike Tail Light \\u2013 Daffodil LEC500 - Bright Cycling Safety Flashlight, 5 Lighting Modes, Waterproof Bicycle Light\", \"asin\": \"B07ZVP59CM\", \"price\": \"$17.96\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"4 Pack LED Safety Light, Clip on Reflective Gear Lights for Walking at Night, Running, Jogging, High Visibility Strobe Light Accessories for Runners, Kids, Hiking, Kayak, Cycling, Camping, Boat\", \"asin\": \"B01N0P82VG\", \"price\": \"$17.79\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Superflash USB bike tail light\", \"asin\": \"B00GA1YV30\", \"price\": \"$34.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Tail Light USB Rechargeable-Super Bright LED Bicycle Rear Light with Red/Blue/Green Color Waterproof Taillight for Cycling Safety\", \"asin\": \"B083B824YG\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Best Bright Bike Light for Night Riding, 14000 Lumen Bicycle Light High Beam Low Beam, USB-C Rechargeable Bicycle Headlight Set, Waterproof Bike Headlight and Taillight for Adult Kid\", \"asin\": \"B0CPHX122B\", \"price\": \"$26.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"TR150 Bike Tail Light, 280\\u00b0 Visible Bike Rear Light with Brake Detection and Auto On Off Feature\", \"asin\": \"B0DGQ9C2NJ\", \"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\": \"Bike Lights, Bike Reflectors Front and Back. LED Rechargeable Headlight Rear Taillight & Bell Set Bicycle Accessories for Night Riding Men Women Kids. Gift for Dad, Mom, Boys, Girls\", \"asin\": \"B014QEWX2I\", \"price\": \"$18.95\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"FR160 Compatible with Garmin Bike Computer, Bike Light for Being Seen, Compact Flashing Light for Bike Safety with 6 Modes, Side Visibility (Patent Protected)\", \"asin\": \"B0BV5V1M3S\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"Superflash Bike Tail Light\", \"asin\": \"B000KBEH1W\", \"price\": \"$24.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"LED Safety Light (2 Pack) - Clip On Strobe/Running Lights for Runners, Dog, Bike, Walking, Boat, Kayak, Stroller and More - High Visibility Accessories for Your Reflective Gear, Bicycle\", \"asin\": \"B019V7KWT6\", \"price\": \"$18.97\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rechargeable Bike Tail Light LED Bicycle Rear Light Cycling Night Essential Bright Seat Back Safety Lamp 5 Modes Warning Waterproof Flash MTB Light for Men Women Kids\", \"asin\": \"B0D5M2MWH8\", \"price\": \"$13.88\", \"delivery\": \"FREE delivery Apr 23 - 30 on $35 of items shipped by Amazon Or fastest delivery Apr 22 - 27\"},\n{\"title\": \"Rechargeable Bike Light, Bike Headlight and Tail Light Set, Powerful Front and Back Lights for Night Riding Safety, Night Riding Accessories, White Elephant Stocking Stuffer for Men\", \"asin\": \"B08QVGJFLM\", \"price\": \"$22.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bright Bike Light for Night Riding, 9000 Lumen Bicycle Light High Beam Low Beam, USB Rechargeable Bicycle Headlight Set, Waterproof Bike Headlight and Taillight for Adult Kid Mountain\", \"asin\": \"B0CFWVX76B\", \"price\": \"$20.51\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Lights Set LED Super Bright Rechargeable USB-C Headlight Front and Back Light Kit for Night Riding in Mountain 6+4 Light Modes Waterproof Gift for Men Women Boys Kids Black\", \"asin\": \"B0DKCFGW3W\", \"price\": \"$19.98\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Smart Bike Tail Light,120 Lumen Bicycle Tail Light. Brake Sensing Rear Lights, Auto On/Off, Waterproof, USB Rechargeable, Ultra Bright LED Warning Back Bicycle Flashlight, Cycling Safety Accessories\", \"asin\": \"B0DDT1GDHH\", \"price\": \"$18.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Lights, Rechargeable Bicycle Lights Set Super Bright 8+12 Modes, IPX6 Waterproof Bike Lights for Night Riding/Cycling Safety, Front and Back Taillight Reflectors, 58 Hrs Long Battery Life\", \"asin\": \"B0B56VFFP2\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rechargeable Bike Lights Front and Rear 4 Mode IPX4 Waterproof, Easy Install Bicycle Headlight Taillight for Road Mountain Cycling Scooters Adults Kids (2-Pack)\", \"asin\": \"B0DSPJ56TX\", \"price\": \"$19.49\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"LED Safety Light, Clip On Strobe/Running Lights for Runners, Bike Tail Light with 5 Lighting Modes, High Visibility Accessories for Cycling, Hiking, Dogs and Kids\", \"asin\": \"B07NRZFS8V\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bicycle Light Front and Rear Silicone LED Bike Light Set - Bike Headlight and Taillight,Waterproof & Safety Road,Mountain Bike Lights,Batteries Included\", \"asin\": \"B01L773R9A\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Tail Light Rechargeable 2 Pack, Rear Red Bike Light for Night Riding, Back Bicycle Taillights with Great Battery Life, Easy to Install On Any Bike Trailer or Helmet\", \"asin\": \"B07H4R3LPX\", \"price\": \"$18.95\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Lights for Night Riding, 1200 Lumen Bicycle Front Headlight and Back Taillight with 4+5 Light Modes, USB Rechargeable Bright Bike Light Set for Cyclists and Commuters\", \"asin\": \"B0D8SV91B9\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Lights Supper Bright, 1000 Lumens Bike Lights for Night Riding, 8+7 Modes & Sturdy Aluminum Alloy Bicycle Light, IP65 Waterproof & USB Rechargeable Bike Headlight and Tail Light Set\", \"asin\": \"B0DB89SW5T\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"USA: 150 Lumen Super Bright USB Rechargeable Bike Tail Light - IP67 Waterproof, FL-1 Impact Resistant - Pro Grade Quality Bike Tail Light - Red Bicycle Back Light\", \"asin\": \"B099YMZXL2\", \"price\": \"$27.95\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"2-Tire Pack LED Bike Wheel Lights with Batteries Included, Get 100% Brighter and Visible from All Angles for Ultimate Safety and Style\", \"asin\": \"B076GZ5MVF\", \"price\": \"$20.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Super Bright Bike Laser Light USB Rechargeable Bike Tail Light Rear and Front Cycling Lights 5 LED 6 Modes Waterproof Mountain Bicycle Light with Safety Warning Lamp for Bicycle Night Riding\", \"asin\": \"B094N2KHYZ\", \"price\": \"$23.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Light\", \"asin\": \"B09SKPM9MQ\", \"price\": \"$18.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon Only 16 left in stock - order soon.\"},\n{\"title\": \"Smart Bike Tail Light,120 Lumen Bicycle Tail Light. Brake Sensing Rear Lights, Auto On/Off, Waterproof, USB Rechargeable, Ultra Bright LED Warning Back Bicycle Flashlight, Cycling Safety Accessories\", \"asin\": \"B0DDT1GDHH\", \"price\": \"$18.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Tail Light, Super Bright Cyclist Safety LED Warning Bike Flashlight, 7 Colors 14 Modes RGB Skateboard Light, Bicycle Rear Light Rechargeable & Waterproof, for Scooter Light Accessories\", \"asin\": \"B0BMZYPDXP\", \"price\": \"$17.85\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"COB Bike Tail Light - Brake Sensing Technology - Ultra Bright Bike Rear Light LED -and Tool-Free Mounting I Rechargeable and Long-Lasting Rear Bike Light - Bicycle Lights for Night Riding\", \"asin\": \"B09MCYYBWX\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Tail Light, Rear Bike Light, 5 Modes, Type-C Rechargeable, 1oz Lightweight, IPX5, Aluminum Alloy Bike Taillight for Night Riding\", \"asin\": \"B0CJRCZCSW\", \"price\": \"$13.75\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Omega 330 Lumens USB Rechargeable Bike Tail Light Powerful Daylight Visible Bicycle LED Rear Light Easy to Install Road Mountain City Commuting Adventure Cycling Safety Flash\", \"asin\": \"B09G4G8GM3\", \"price\": \"$53.09\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bike Tail Light Rear Bike Light Rechargeable Bike Rear Light Waterproof Bike Taillightv\", \"asin\": \"B08GP6SN74\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Smart Bike Tail Light USB Rechargeable Bicycle Turn Signals with Remote Control Rear Bike Light Waterproof Safety Warning Back Lights Bike Alarm for Night Riding Mountain\", \"asin\": \"B09Z65WJ97\", \"price\": \"$6.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"4 Pcs Bike Light USB Rechargeable Bike Tail Light Bicycle Headlight Tail Light Set Ultra Bright Bicycle LED Safety Light Waterproof Cycling Taillight 7 Modes for Road Mountain Night Riding\", \"asin\": \"B08L9CYSZ2\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Smart Bike Seat/Bike Basket Tail Light with Turn Signals and Brake Light, Bike Alarm Horn with Remote, Rechargeable Rear Bike Light for Night Riding, Waterproof Bicycle Tail Light with Mount\", \"asin\": \"B0CRTMPX6M\", \"price\": \"$39.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"2025 New Bike Lights for Night Riding, Aluminum 10000 Lumens Rechargeable 6000mAh Super Bright Bicycle Headlight and Back Taillight, Waterproof LED Display 6+4 Modes Bicycle Lights Sets\", \"asin\": \"B0DGL64R2C\", \"price\": \"$24.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Electric Bicycle Rear Light, 36-60V Tail Brake Light, Ebike Rear Tail Safety Light, Warning Rear Lamp for Electric Bike\", \"asin\": \"B0B9FL4H89\", \"price\": \"$12.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Lights Set, Rechargeable Bicycle Lights Front and Rear, 4 Light Mode Options, Bike Headlight, IPX4 Waterproof, Easy to Install for Men Women Road \\uff08 2 Pack \\uff09\", \"asin\": \"B0DF7X2WXY\", \"price\": \"$20.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike LED Tail Light, Vintage Rear Light with Chrome Look - Classic Tour Bicycle Accessories (LM-002)\", \"asin\": \"B08KT6K6TW\", \"price\": \"$22.49\", \"delivery\": \"FREE delivery Apr 22 - 26 on $35 of items shipped by Amazon Or fastest delivery Apr 19 - 23\"},\n{\"title\": \"TAILGATOR 300 Lumen Brake-Sensing Bike Light - Auto-Detecting Technology Prevents Accidents - Ultra-Bright Day/Night Visibility - 60 Hour Battery\", \"asin\": \"B094YQFR6Q\", \"price\": \"$79.95\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bike Tail Light, Smart Bicycle Tail Light with Brake Sensing, Waterproof Rear Bike Light, USB Rechargeable Bike Lights, Bike Lights for Night Riding\", \"asin\": \"B0CJDPKFBB\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rechargeable Bike Tail Light, Brake Sensing Rear Bike Light, Ultra Bright Led Bicycle Tail Lights for Night Ride, Ipx6 Waterproof Safety Flashlight, Cycling Safety Accessories\", \"asin\": \"B0DHCKCHC4\", \"price\": \"$18.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Headlight Rechargeable USB-C, Bicycle Lights 4000LM Ultra Bright, Mountain Bike Light Set for Night Riding, 6+5 Mode Waterproof Front Bike Light & Rear Light for Road, Cycling\", \"asin\": \"B0CF8JRB6R\", \"price\": \"$12.10\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"2 Pcs Bicycle Tail Light 110 Lumens USB Rechargeable LED Waterproof Cycling Safety Light with 5 Modes for Road Mountain Night Riding\", \"asin\": \"B08DKVX16G\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"TR500 500 Lumens Bike Tail Light for Daytime Night Riding, Brake Sensing Bike Rear Light with Side Visibility, 6 Light Modes, USB C Rechargeable Fit Round/Aero Seat Posts\", \"asin\": \"B0BR5MKRP9\", \"price\": \"$59.95\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"2025 Cyborg 168H Bike Headlight or 168T Tail Light USB Rechargeable LED Rear Bicycle Lights Set Front Back Night Riding, Cycling Safety Reflector Accessories\", \"asin\": \"B015IEJ0GC\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bicycle Tail Light LED Safety Light (4 Pack) Bike Rear Light LED | Clip On Strobe/Running Lights for Runners, Dogs, Bike, Walking | High Visibility Accessories for Your Reflective Gear, Bicycle etc.\", \"asin\": \"B08RHL2BLG\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hotshot Pro 200 & 150 Lumen Bicycle Taillight Models- Hard & Flexible Mount Styles\\u2013 6 Night & Day Modes\\u2013 User Tunable Flash Speeds- IP64 WaterResistant\\u2013 USB Recharge\\u2013Great for Busy Roads\", \"asin\": \"B07J2XBCG4\", \"price\": \"$40.07\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bike Tail Light Smart Brake Sensing Rear Bike Light Led Bike Lights,Type C USB Rechargeable,IPX6 Waterproof Bike Light for Night Riding\", \"asin\": \"B0CZMKFGSC\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Smart Bike Tail Light,Brake Sensing Rear Lights,Auto On/Off,Runtime 35 Hours,Type-C Rechargeable Ultra Bright LED Taillight,IPX5 Waterproof\", \"asin\": \"B0DPPGW173\", \"price\": \"$11.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rechargeable Bike Lights, Ultra Bright Bicycle Lights for Night Riding, Road Mountain Bike Accessories for Kids Adults - Bike Headlight with Tail Light\", \"asin\": \"B0CBTVV53Y\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"2025 New 6 LED 10000 Lumen Super Bright Bike Lights for Night Riding,360\\u00b0Rotatable Bike Headlight,Bicycle Light-10 Modes,Runtime 36+ hrs,Upgrade Waterproof USB Rechargeable Bike Light,with Taillight\", \"asin\": \"B09YHXW9RJ\", \"price\": \"$37.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bike Tail Light, 40 Hours Long Runtime, USB Rechargeable, Ultra Bright LED Bicycle Rear Light, 5 Light Modes, IPX5 Waterproof Taillight for Night Riding\", \"asin\": \"B0D3QSH6V8\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Lights, [8+12 Modes & USB Rechargeable] Ultra Bright LED Bike Lights for Night Riding Front and Back Flashlight, IP65 Waterproof Bicycle Headlight and Tail Light, Strobe Lights\", \"asin\": \"B0D6W8RDMZ\", \"price\": \"$16.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Tail Light (2 Packs), USB Rechargeable LED Bicycle Rear Light, Ultra Bright Waterproof Bike Light for Cycling Safety, Red/Green/Blue 7 Light Modes Fits on Any Road or Mountain Bike\", \"asin\": \"B07S5KVPQ4\", \"price\": \"$17.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Tail Light USB Rechargeable - Super Bright LED Rear Bicycle Light Clip On as Red Back Taillight with 6 Lighting Modes for Road Mountain Cycling Safety Accessories (Red)\", \"asin\": \"B075474TBS\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"NT101 Bike Tail Light with Turn Signals 160lm Rear Bicycle Light with Bike Horn Alarm for Seatposts/Cargo Rack, Auto ON/Off Bike Brake Light Ground Warning Lights for Night Riding Safety\", \"asin\": \"B0DMZZXT85\", \"price\": \"$44.95\", \"delivery\": \"Prime members get FREE delivery Sat, Apr 12 Or Non-members get FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bike Tail Light LED Rechargeable Rear Bicycle Light for Night Riding Cycling Bright Back Mountain Bike Ebike Accessories Waterproof Safety Warning Light for Adult Kids\", \"asin\": \"B0DBHJ8W9Q\", \"price\": \"$11.98\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Smart Bike Tail Light Rechargeable Brake Sensing Bike Brake Light with 4 Warning Lighting Modes, Aluminum IPX5 Waterproof Rear Bike Light for Night Riding\", \"asin\": \"B0DNDSCH42\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon Or fastest delivery Mon, Apr 14\"},\n{\"title\": \"Hotrod 120, 90, 50 Lumen Bicycle Tail Light Models- Night & Daytime Modes\\u2013 Wide Glowing LEDs- Compact Sleek\\u2013 IP64 Water Resistant\\u2013 Sturdy Flexible Mount- USB Recharging\\u2013Great for Busy Roads\", \"asin\": \"B09BBQLYQB\", \"price\": \"$35.80\", \"delivery\": \"FREE delivery Apr 20 - 24 Or fastest delivery Apr 17 - 21\"},\n{\"title\": \"Super Bright Bike Lights for Night Riding, USB Rechargeable Mountain Bicycle Headlight, Waterproof, 6+4 Light Modes Bike Light Set for Cyclists and Commuters\", \"asin\": \"B0DHNXQ1CB\", \"price\": \"$31.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 on $35 of items shipped by Amazon\"},\n{\"title\": \"Bike Tail Light with Turn Signals USB Rechargeable Wireless Remote Control IPX4 Waterproof Ultra Bright LED Safety Warning Bike Taillight for Night Riding\", \"asin\": \"B0D179YTMD\", \"price\": \"$11.98\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 11 Or Non-members get FREE delivery Tue, Apr 15 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\": \"2025-04-10T20:22:03.308Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"ATTITUDE Hair Conditioner for Sensitive Dry Scalp, Soothing Oat, Naturally Derived Ingredients, Dermatologically Tested, Vegan Detangler, Extra Gentle, Unscented, 8 Fl Oz\", \"asin\": \"B07NFDJXVC\", \"price\": \"$17.15\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite Keeper 785 Bike Chain Lock, 2.8 Feet Long Heavy Duty Anti-Theft Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence\", \"asin\": \"B005YPK7V8\", \"price\": \"$47.04\", \"quantity\": \"\"},\n{\"title\": \"Ascher Ultra Bright USB Rechargeable Bike Light Set, Powerful Bicycle Front Headlight and Back Taillight, 4 Light Modes, Easy to Install for Men Women Kids Road Mountain Cycling Black\", \"asin\": \"B07FC9NRRR\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Scented Sachets for Drawer and Closet,Home Fragrance Sachets Gifts for Men Women Wardrobe,Car Fragrance\", \"asin\": \"B0CYC1H5F6\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"W1cwey 4pcs Cartoon Cat Student Driver Car Magnets \\u2013 Cute Reflective New Driver Signs, Reusable Bumper Safety Stickers for Teens (Nervous Cat Design)\", \"asin\": \"B0BM4CPQQ4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite KryptoFlex Security Cable, 2.6FT/4FT/7FT/30FT Long Braided Steel Flex Bike Lock Anti-Theft Cable with Looped Ends for Outdoor Equipment, U-Lock and Padlock, 5mm-10mm Thick,Grey/Orange\", \"asin\": \"B000NOO3ZQ\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"ATTITUDE Hair Conditioner for Sensitive Dry Scalp, For Thin Hair, Soothing Oat, Naturally Derived Ingredients, Dermatologically Tested, Vegan Detangler, Volume and Shine, 8 Fl Oz\", \"asin\": \"B07NFDJXVF\", \"price\": \"$11.23\", \"quantity\": \"\"},\n{\"title\": \"Sportneer Bike Lock: 5 Digit Combination High Security Anti Theft Bike Chain Lock - 3.2/3.6/4ft Heavy Duty Keyless Bicycle Lock for Bike, Motorcycle, Scooter, Door & Gate - 4/6mm Thick, Easy to Use\", \"asin\": \"B01N67GAGC\", \"price\": \"$9.89\", \"quantity\": \"\"},\n{\"title\": \"Apple AirTag\", \"asin\": \"B0CWXNS552\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Phone Holder, Motorcycle Mount - Motorcycle Phone Holder, Handlebar Cell Phone Clamp, Scooter Phone Clip for iPhone 16 Pro Max/Plus, 15 Pro Max, S10, S20, More 4.7\\\" to 6.8\\\" Smartphones\", \"asin\": \"ec77a638\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"ATTITUDE Extra Gentle Hair Shampoo, EWG Verified, Soothes Dry Scalp, Naturally Derived Ingredients, Vegan and Plant Based, Unscented, 16 Fl Oz\", \"asin\": \"B097MLYG5F\", \"price\": \"$9.35\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Bell Classic Bicycle Bell Mountain Bike Bells for Adults with Loud Sound and Fit for 0.87-1.25in/22.2-31.8mm Bicycle Handlebars\", \"asin\": \"B0BY2ML8FK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Febreze Air Freshener and Odor Fighter Spray 96264\", \"asin\": \"B079ZL5MP2\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Greallthy Bike Bell Classic Brass Bicycle Bell,Bike Bells for Adults Kids,Loud Sound Bells Fit for 0.87-1.25in/22.2-31.8mm Bicycle Handlebars,Road Mountain Bike Accessories.\", \"asin\": \"B07VRZ4T7W\", \"price\": \"$13.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"delivery\": \"FREE delivery Apr 27 - May 18 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"Small\"}]},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"delivery\": \"FREE delivery Wed, Apr 16 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Tassel Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White Jasmine(Square Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Square Ceramic)\"}]},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Medium\"}]},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"delivery\": \"FREE delivery Tue, Apr 22\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"New-U\"}, {\"Pattern Name\": \"Bike Lock\"}]},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"16 Fl Oz (Pack of 1)\"}, {\"Style\": \"Extra Gentle\"}]}],\n\"saved_items\": [{\"title\": \"Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)\", \"asin\": \"B0BRK5JKPK\", \"options\": [{\"Item Shape\": \"U Grey\"}]},\n{\"asin\": \"B0BRK5JKPK\", \"options\": []},\n{\"title\": \"M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More\", \"asin\": \"B00063678K\", \"options\": [{\"Style\": \"Sustain Pedal\"}]},\n{\"title\": \"MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe\", \"asin\": \"B0DLB23DTS\", \"options\": [{\"Size\": \"24 oz 32 oz\"}]},\n{\"title\": \"Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz\", \"asin\": \"B0C449R6PX\", \"price\": \"$4.76\", \"options\": [{\"Size\": \"9.7 Ounce (Pack of 1)\"}]},\n{\"title\": \"UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\\\" x 30\\\", Easy to Clean\", \"asin\": \"B0B5N7N4K1\", \"options\": [{\"Size\": \"17\\\" x 30\\\"\"}, {\"Color\": \"Cute Cat\"}]},\n{\"asin\": \"B0B5N7N4K1\", \"options\": []},\n{\"title\": \"L'OREAL PROFESSIONNEL PARIS Absolut Repair 10-in-1 Oil \\u2013 Nourishing Multi-Benefit Oil For Dry & Damaged Hair, Repairs Hair and Provides Shine\", \"asin\": \"B0918FHY6P\", \"options\": []},\n{\"title\": \"Terramycin Antibiotic Ointment for Eye Infection Treatment in Dogs, Cats, Cattle, Horses, and Sheep, 0.125oz Tube\", \"asin\": \"B00063KGUK\", \"price\": \"$33.95\", \"options\": [{\"Style\": \"Modern\"}]},\n{\"title\": \"Potaroma Flapping Owl Cat Toys (No Flying), Lifelike Bird Chirp, Rechargeable Touch Activated Kitten Toy, Interactive Catnip Kicker Exercise Toys 4.0\\\" for All Breeds\", \"asin\": \"B0CBWX73PD\", \"options\": [{\"Style\": \"Owl\"}]},\n{\"title\": \"Fresh Step Outstretch Advanced Long Lasting Clumping Litter Simply Unscented, Activated Charcoal Litter Lasts 50% Longer, 32 lbs. (2 x 16 lb. Box)\", \"asin\": \"B09ZPWJJBW\", \"options\": [{\"Size\": \"32 lb\"}, {\"Style\": \"Advanced Outstretch - Simply Unscented\"}]},\n{\"asin\": \"B09ZPWJJBW\", \"options\": []},\n{\"title\": \"Jellycat Smudge Fox Stuffed Animal, 9.5 inches - Woodland Animal Plush Toy - Classic Children's Gift\", \"asin\": \"B07Y5G9TG7\", \"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\": \"2025-04-10T20:22:28.693Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T20:22:28.693Z
click_product
B0DJFQB41P
rule
train
16
2025-04-10T20:22:28.693Z
click_product
B0DJFQB41P
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "ATTITUDE Hair Conditioner for Sensitive Dry Scalp, Soothing Oat, Naturally Derived Ingredients, Dermatologically Tested, Vegan Detangler, Extra Gentle, Unscented, 8 Fl Oz", "asin": "B07NFDJXVC", "price": "$17.15", "quantity": ""}, {"title": "Kryptonite Keeper 785 Bike Chain Lock, 2.8 Feet Long Heavy Duty Anti-Theft Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence", "asin": "B005YPK7V8", "price": "$47.04", "quantity": ""}, {"title": "Ascher Ultra Bright USB Rechargeable Bike Light Set, Powerful Bicycle Front Headlight and Back Taillight, 4 Light Modes, Easy to Install for Men Women Kids Road Mountain Cycling Black", "asin": "B07FC9NRRR", "price": "$18.99", "quantity": ""}, {"title": "Airkeep Car Air Freshener - White Jasmine Scented Sachets for Drawer and Closet,Home Fragrance Sachets Gifts for Men Women Wardrobe,Car Fragrance", "asin": "B0CYC1H5F6", "price": "$3.99", "quantity": ""}, {"title": "W1cwey 4pcs Cartoon Cat Student Driver Car Magnets \u2013 Cute Reflective New Driver Signs, Reusable Bumper Safety Stickers for Teens (Nervous Cat Design)", "asin": "B0BM4CPQQ4", "price": "$9.99", "quantity": ""}, {"title": "Kryptonite KryptoFlex Security Cable, 2.6FT/4FT/7FT/30FT Long Braided Steel Flex Bike Lock Anti-Theft Cable with Looped Ends for Outdoor Equipment, U-Lock and Padlock, 5mm-10mm Thick,Grey/Orange", "asin": "B000NOO3ZQ", "price": "$19.49", "quantity": ""}, {"title": "ATTITUDE Hair Conditioner for Sensitive Dry Scalp, For Thin Hair, Soothing Oat, Naturally Derived Ingredients, Dermatologically Tested, Vegan Detangler, Volume and Shine, 8 Fl Oz", "asin": "B07NFDJXVF", "price": "$11.23", "quantity": ""}, {"title": "Sportneer Bike Lock: 5 Digit Combination High Security Anti Theft Bike Chain Lock - 3.2/3.6/4ft Heavy Duty Keyless Bicycle Lock for Bike, Motorcycle, Scooter, Door & Gate - 4/6mm Thick, Easy to Use", "asin": "B01N67GAGC", "price": "$9.89", "quantity": ""}, {"title": "Apple AirTag", "asin": "B0CWXNS552", "price": "$24.95", "quantity": ""}, {"title": "Lamicall Bike Phone Holder, Motorcycle Mount - Motorcycle Phone Holder, Handlebar Cell Phone Clamp, Scooter Phone Clip for iPhone 16 Pro Max/Plus, 15 Pro Max, S10, S20, More 4.7\" to 6.8\" Smartphones", "asin": "ec77a638", "price": "$14.99", "quantity": ""}, {"title": "ATTITUDE Extra Gentle Hair Shampoo, EWG Verified, Soothes Dry Scalp, Naturally Derived Ingredients, Vegan and Plant Based, Unscented, 16 Fl Oz", "asin": "B097MLYG5F", "price": "$9.35", "quantity": ""}, {"title": "ROCKBROS Bike Bell Classic Bicycle Bell Mountain Bike Bells for Adults with Loud Sound and Fit for 0.87-1.25in/22.2-31.8mm Bicycle Handlebars", "asin": "B0BY2ML8FK", "price": "$14.99", "quantity": ""}, {"title": "Febreze Air Freshener and Odor Fighter Spray 96264", "asin": "B079ZL5MP2", "price": "$24.99", "quantity": ""}, {"title": "Greallthy Bike Bell Classic Brass Bicycle Bell,Bike Bells for Adults Kids,Loud Sound Bells Fit for 0.87-1.25in/22.2-31.8mm Bicycle Handlebars,Road Mountain Bike Accessories.", "asin": "B07VRZ4T7W", "price": "$13.95", "quantity": ""}], "active_items": [{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "delivery": "FREE delivery Apr 27 - May 18 available at checkout", "quantity": "1", "selected": true, "options": [{"Color": "Black"}, {"Size": "Small"}]}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "delivery": "FREE delivery Wed, Apr 16 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Ocean Mist&Sea Salt\uff08Tassel Ceramic)"}]}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "delivery": "FREE delivery Tue, Apr 15 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "White Jasmine(Square Ceramic)"}]}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "delivery": "FREE delivery Tue, Apr 15 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Ocean Mist&Sea Salt\uff08Square Ceramic)"}]}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "delivery": "FREE delivery Tue, Apr 15 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Medium"}]}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "delivery": "FREE delivery Tue, Apr 15 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Large"}, {"Color": "Black"}]}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "delivery": "FREE delivery Tue, Apr 22", "quantity": "1", "selected": true, "options": [{"Style": "New-U"}, {"Pattern Name": "Bike Lock"}]}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "delivery": "FREE delivery Tue, Apr 15 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "16 Fl Oz (Pack of 1)"}, {"Style": "Extra Gentle"}]}], "saved_items": [{"title": "Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)", "asin": "B0BRK5JKPK", "options": [{"Item Shape": "U Grey"}]}, {"asin": "B0BRK5JKPK", "options": []}, {"title": "M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More", "asin": "B00063678K", "options": [{"Style": "Sustain Pedal"}]}, {"title": "MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe", "asin": "B0DLB23DTS", "options": [{"Size": "24 oz 32 oz"}]}, {"title": "Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz", "asin": "B0C449R6PX", "price": "$4.76", "options": [{"Size": "9.7 Ounce (Pack of 1)"}]}, {"title": "UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\" x 30\", Easy to Clean", "asin": "B0B5N7N4K1", "options": [{"Size": "17\" x 30\""}, {"Color": "Cute Cat"}]}, {"asin": "B0B5N7N4K1", "options": []}, {"title": "L'OREAL PROFESSIONNEL PARIS Absolut Repair 10-in-1 Oil \u2013 Nourishing Multi-Benefit Oil For Dry & Damaged Hair, Repairs Hair and Provides Shine", "asin": "B0918FHY6P", "options": []}, {"title": "Terramycin Antibiotic Ointment for Eye Infection Treatment in Dogs, Cats, Cattle, Horses, and Sheep, 0.125oz Tube", "asin": "B00063KGUK", "price": "$33.95", "options": [{"Style": "Modern"}]}, {"title": "Potaroma Flapping Owl Cat Toys (No Flying), Lifelike Bird Chirp, Rechargeable Touch Activated Kitten Toy, Interactive Catnip Kicker Exercise Toys 4.0\" for All Breeds", "asin": "B0CBWX73PD", "options": [{"Style": "Owl"}]}, {"title": "Fresh Step Outstretch Advanced Long Lasting Clumping Litter Simply Unscented, Activated Charcoal Litter Lasts 50% Longer, 32 lbs. (2 x 16 lb. Box)", "asin": "B09ZPWJJBW", "options": [{"Size": "32 lb"}, {"Style": "Advanced Outstretch - Simply Unscented"}]}, {"asin": "B09ZPWJJBW", "options": []}, {"title": "Jellycat Smudge Fox Stuffed Animal, 9.5 inches - Woodland Animal Plush Toy - Classic Children's Gift", "asin": "B07Y5G9TG7", "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": "2025-04-10T20:22:28.693Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:22:28.693Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DJFQB41P\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T20:22:28.693Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DJFQB41P\",}</answer>", "index": 16, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"ATTITUDE Hair Conditioner for Sensitive Dry Scalp, Soothing Oat, Naturally Derived Ingredients, Dermatologically Tested, Vegan Detangler, Extra Gentle, Unscented, 8 Fl Oz\", \"asin\": \"B07NFDJXVC\", \"price\": \"$17.15\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite Keeper 785 Bike Chain Lock, 2.8 Feet Long Heavy Duty Anti-Theft Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence\", \"asin\": \"B005YPK7V8\", \"price\": \"$47.04\", \"quantity\": \"\"},\n{\"title\": \"Ascher Ultra Bright USB Rechargeable Bike Light Set, Powerful Bicycle Front Headlight and Back Taillight, 4 Light Modes, Easy to Install for Men Women Kids Road Mountain Cycling Black\", \"asin\": \"B07FC9NRRR\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Scented Sachets for Drawer and Closet,Home Fragrance Sachets Gifts for Men Women Wardrobe,Car Fragrance\", \"asin\": \"B0CYC1H5F6\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"W1cwey 4pcs Cartoon Cat Student Driver Car Magnets \\u2013 Cute Reflective New Driver Signs, Reusable Bumper Safety Stickers for Teens (Nervous Cat Design)\", \"asin\": \"B0BM4CPQQ4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite KryptoFlex Security Cable, 2.6FT/4FT/7FT/30FT Long Braided Steel Flex Bike Lock Anti-Theft Cable with Looped Ends for Outdoor Equipment, U-Lock and Padlock, 5mm-10mm Thick,Grey/Orange\", \"asin\": \"B000NOO3ZQ\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"ATTITUDE Hair Conditioner for Sensitive Dry Scalp, For Thin Hair, Soothing Oat, Naturally Derived Ingredients, Dermatologically Tested, Vegan Detangler, Volume and Shine, 8 Fl Oz\", \"asin\": \"B07NFDJXVF\", \"price\": \"$11.23\", \"quantity\": \"\"},\n{\"title\": \"Sportneer Bike Lock: 5 Digit Combination High Security Anti Theft Bike Chain Lock - 3.2/3.6/4ft Heavy Duty Keyless Bicycle Lock for Bike, Motorcycle, Scooter, Door & Gate - 4/6mm Thick, Easy to Use\", \"asin\": \"B01N67GAGC\", \"price\": \"$9.89\", \"quantity\": \"\"},\n{\"title\": \"Apple AirTag\", \"asin\": \"B0CWXNS552\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Phone Holder, Motorcycle Mount - Motorcycle Phone Holder, Handlebar Cell Phone Clamp, Scooter Phone Clip for iPhone 16 Pro Max/Plus, 15 Pro Max, S10, S20, More 4.7\\\" to 6.8\\\" Smartphones\", \"asin\": \"ec77a638\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"ATTITUDE Extra Gentle Hair Shampoo, EWG Verified, Soothes Dry Scalp, Naturally Derived Ingredients, Vegan and Plant Based, Unscented, 16 Fl Oz\", \"asin\": \"B097MLYG5F\", \"price\": \"$9.35\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Bell Classic Bicycle Bell Mountain Bike Bells for Adults with Loud Sound and Fit for 0.87-1.25in/22.2-31.8mm Bicycle Handlebars\", \"asin\": \"B0BY2ML8FK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Febreze Air Freshener and Odor Fighter Spray 96264\", \"asin\": \"B079ZL5MP2\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Greallthy Bike Bell Classic Brass Bicycle Bell,Bike Bells for Adults Kids,Loud Sound Bells Fit for 0.87-1.25in/22.2-31.8mm Bicycle Handlebars,Road Mountain Bike Accessories.\", \"asin\": \"B07VRZ4T7W\", \"price\": \"$13.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"delivery\": \"FREE delivery Apr 27 - May 18 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"Small\"}]},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"delivery\": \"FREE delivery Wed, Apr 16 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Tassel Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White Jasmine(Square Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Square Ceramic)\"}]},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Medium\"}]},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"delivery\": \"FREE delivery Tue, Apr 22\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"New-U\"}, {\"Pattern Name\": \"Bike Lock\"}]},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"16 Fl Oz (Pack of 1)\"}, {\"Style\": \"Extra Gentle\"}]}],\n\"saved_items\": [{\"title\": \"Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)\", \"asin\": \"B0BRK5JKPK\", \"options\": [{\"Item Shape\": \"U Grey\"}]},\n{\"asin\": \"B0BRK5JKPK\", \"options\": []},\n{\"title\": \"M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More\", \"asin\": \"B00063678K\", \"options\": [{\"Style\": \"Sustain Pedal\"}]},\n{\"title\": \"MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe\", \"asin\": \"B0DLB23DTS\", \"options\": [{\"Size\": \"24 oz 32 oz\"}]},\n{\"title\": \"Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz\", \"asin\": \"B0C449R6PX\", \"price\": \"$4.76\", \"options\": [{\"Size\": \"9.7 Ounce (Pack of 1)\"}]},\n{\"title\": \"UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\\\" x 30\\\", Easy to Clean\", \"asin\": \"B0B5N7N4K1\", \"options\": [{\"Size\": \"17\\\" x 30\\\"\"}, {\"Color\": \"Cute Cat\"}]},\n{\"asin\": \"B0B5N7N4K1\", \"options\": []},\n{\"title\": \"L'OREAL PROFESSIONNEL PARIS Absolut Repair 10-in-1 Oil \\u2013 Nourishing Multi-Benefit Oil For Dry & Damaged Hair, Repairs Hair and Provides Shine\", \"asin\": \"B0918FHY6P\", \"options\": []},\n{\"title\": \"Terramycin Antibiotic Ointment for Eye Infection Treatment in Dogs, Cats, Cattle, Horses, and Sheep, 0.125oz Tube\", \"asin\": \"B00063KGUK\", \"price\": \"$33.95\", \"options\": [{\"Style\": \"Modern\"}]},\n{\"title\": \"Potaroma Flapping Owl Cat Toys (No Flying), Lifelike Bird Chirp, Rechargeable Touch Activated Kitten Toy, Interactive Catnip Kicker Exercise Toys 4.0\\\" for All Breeds\", \"asin\": \"B0CBWX73PD\", \"options\": [{\"Style\": \"Owl\"}]},\n{\"title\": \"Fresh Step Outstretch Advanced Long Lasting Clumping Litter Simply Unscented, Activated Charcoal Litter Lasts 50% Longer, 32 lbs. (2 x 16 lb. Box)\", \"asin\": \"B09ZPWJJBW\", \"options\": [{\"Size\": \"32 lb\"}, {\"Style\": \"Advanced Outstretch - Simply Unscented\"}]},\n{\"asin\": \"B09ZPWJJBW\", \"options\": []},\n{\"title\": \"Jellycat Smudge Fox Stuffed Animal, 9.5 inches - Woodland Animal Plush Toy - Classic Children's Gift\", \"asin\": \"B07Y5G9TG7\", \"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\": \"2025-04-10T20:22:28.693Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DJFQB41P\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\"},\n{\"price\": \"$27.32\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Handlebar Bag - Durable, Multiple-Size options and Multi-Color Options - inclu...\", \"asin\": \"B0CCRN3QB2\", \"price\": \"$23.87\", \"quantity\": \"\"},\n{\"title\": \"EVA hard shell waterproof bike saddle bag Seat bag Bike bag under seat 1 litre Bike...\", \"asin\": \"B0CSD987RY\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Blackburn Grid MTB Bike Seat Bag\", \"asin\": \"B07DFR2XDL\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0DH72GS8T\", \"price\": \"$14.60\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Top Tube Bag - Stable & Waterproof Professional Cycling Accessory\", \"asin\": \"B089YQ3HXH\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Himiway Bike Seat Bag Bicycle Saddle Bag 3D Shell Bike Pack Under Seat Wedge Saddle Bag Cycling Seat Pack for Mountain Road Bikes,Black\", \"asin\": \"/promo/A2PA0CL84G9KDP\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ALMSTHRE Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Zipper & Internal Pocket | Durable, Lightweight Bike Seat Bag for Secure Gear Storage\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, F...\", \"asin\": \"B0CLKNGPS6\", \"price\": \"$29.11\", \"quantity\": \"\"},\n{\"title\": \"Bike Handlebar Bag - Durable, Multiple-Size options and Multi-Color Options - inclu...\", \"asin\": \"B0CCRN3QB2\", \"price\": \"$23.87\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)\", \"asin\": \"B0CLKN366D\", \"price\": \"$24.99\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Maverick Cycles Bike Saddle Bag Cycling Seat Pack Waterproof Bicycle Under Seat Pouch\", \"asin\": \"B0CP2XZ2SP\", \"price\": \"$29.99\"},\n{\"title\": \"KONG MING CAR Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs, Bicycle Saddle Tool Bag, Cycling Bag\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP69X89N\", \"price\": \"$19.56\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:22:58.638Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T20:22:58.638Z
click
product_option
rule
train
17
2025-04-10T20:22:58.638Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata 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": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.21", "quantity": "1"}], "product_details": [{"asin": "B0DJFQB41P"}, {"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus"}, {"price": "$27.32"}, {"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}, {"Size": "Medium"}], "promotion_items": [{"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Bike Handlebar Bag - Durable, Multiple-Size options and Multi-Color Options - inclu...", "asin": "B0CCRN3QB2", "price": "$23.87", "quantity": ""}, {"title": "EVA hard shell waterproof bike saddle bag Seat bag Bike bag under seat 1 litre Bike...", "asin": "B0CSD987RY", "price": "$18.99", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFR2XDL", "price": "$30.00", "quantity": ""}, {"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH72GS8T", "price": "$14.60", "quantity": ""}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP6Q2X3X", "price": "$18.86", "quantity": ""}, {"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""}, {"title": "Rhinowalk Top Tube Bag - Stable & Waterproof Professional Cycling Accessory", "asin": "B089YQ3HXH", "price": "$25.99", "quantity": ""}, {"title": "Himiway Bike Seat Bag Bicycle Saddle Bag 3D Shell Bike Pack Under Seat Wedge Saddle Bag Cycling Seat Pack for Mountain Road Bikes,Black", "asin": "/promo/A2PA0CL84G9KDP", "price": "$15.99", "quantity": ""}, {"title": "ALMSTHRE Signature Bike Saddle Bag \u2013 Midnight Black | Premium Ripstop Material, Waterproof Zipper & Internal Pocket | Durable, Lightweight Bike Seat Bag for Secure Gear Storage", "asin": "B0DMFP2F3D", "price": "$32.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "Signature Bike Saddle Bag \u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...", "asin": "B0DMFP2F3D", "price": "$32.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFQXT2R", "price": "$26.45", "quantity": ""}, {"title": "Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, F...", "asin": "B0CLKNGPS6", "price": "$29.11", "quantity": ""}, {"title": "Bike Handlebar Bag - Durable, Multiple-Size options and Multi-Color Options - inclu...", "asin": "B0CCRN3QB2", "price": "$23.87", "quantity": ""}, {"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}], "comparison_items": [{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32"}, {"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)", "asin": "B0CLKN366D", "price": "$24.99"}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99"}, {"title": "Maverick Cycles Bike Saddle Bag Cycling Seat Pack Waterproof Bicycle Under Seat Pouch", "asin": "B0CP2XZ2SP", "price": "$29.99"}, {"title": "KONG MING CAR Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs, Bicycle Saddle Tool Bag, Cycling Bag", "asin": "B0D739PR63", "price": "$19.99"}, {"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP69X89N", "price": "$19.56"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-10T20:22:58.638Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:22:58.638Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T20:22:58.638Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 17, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DJFQB41P\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\"},\n{\"price\": \"$27.32\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Handlebar Bag - Durable, Multiple-Size options and Multi-Color Options - inclu...\", \"asin\": \"B0CCRN3QB2\", \"price\": \"$23.87\", \"quantity\": \"\"},\n{\"title\": \"EVA hard shell waterproof bike saddle bag Seat bag Bike bag under seat 1 litre Bike...\", \"asin\": \"B0CSD987RY\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Blackburn Grid MTB Bike Seat Bag\", \"asin\": \"B07DFR2XDL\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0DH72GS8T\", \"price\": \"$14.60\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Top Tube Bag - Stable & Waterproof Professional Cycling Accessory\", \"asin\": \"B089YQ3HXH\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Himiway Bike Seat Bag Bicycle Saddle Bag 3D Shell Bike Pack Under Seat Wedge Saddle Bag Cycling Seat Pack for Mountain Road Bikes,Black\", \"asin\": \"/promo/A2PA0CL84G9KDP\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ALMSTHRE Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Zipper & Internal Pocket | Durable, Lightweight Bike Seat Bag for Secure Gear Storage\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, F...\", \"asin\": \"B0CLKNGPS6\", \"price\": \"$29.11\", \"quantity\": \"\"},\n{\"title\": \"Bike Handlebar Bag - Durable, Multiple-Size options and Multi-Color Options - inclu...\", \"asin\": \"B0CCRN3QB2\", \"price\": \"$23.87\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)\", \"asin\": \"B0CLKN366D\", \"price\": \"$24.99\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Maverick Cycles Bike Saddle Bag Cycling Seat Pack Waterproof Bicycle Under Seat Pouch\", \"asin\": \"B0CP2XZ2SP\", \"price\": \"$29.99\"},\n{\"title\": \"KONG MING CAR Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs, Bicycle Saddle Tool Bag, Cycling Bag\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP69X89N\", \"price\": \"$19.56\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:22:58.638Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:23:03.709Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T20:23:03.709Z
click
review
rule
train
18
2025-04-10T20:23:03.709Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "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": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.21", "quantity": "1"}], "product_details": [{"asin": "B0DH7PNPPM"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories"}, {"price": "$26.45"}, {"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}, {"Size": "Medium"}], "promotion_items": [{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L", "asin": "B08HYL4TBD", "price": "$22.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": ""}, {"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)", "asin": "B0CLKP5QXH", "price": "$24.99", "quantity": ""}, {"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP6Q2X3X", "price": "$18.86", "quantity": ""}, {"title": "Topeak Aero Wedge Pack Bicycle Bag with Strap Mount", "asin": "B0DCR5KQ8C", "price": "$17.99", "quantity": ""}, {"title": "Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike", "asin": "B09DYKM143", "price": "$31.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "Signature Bike Saddle Bag \u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...", "asin": "B0DMFP2F3D", "price": "$32.99", "quantity": ""}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": ""}, {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}], "comparison_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45"}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99"}, {"title": "Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)", "asin": "B0CLL3VNY2", "price": "$23.99"}, {"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "B08V4S4Z7H", "price": "$20.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0CK5P84QN", "price": "$14.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0DHCSX5HJ", "price": "$22.99"}] <|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": "2025-04-10T20:23:03.709Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:23:03.709Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T20:23:03.709Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 18, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:23:03.709Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:23:05.344Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T20:23:05.344Z
click
review
rule
train
19
2025-04-10T20:23:05.344Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "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": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.21", "quantity": "1"}], "product_details": [{"asin": "B0DH7PNPPM"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories"}, {"price": "$26.45"}, {"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}, {"Size": "Medium"}], "promotion_items": [{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L", "asin": "B08HYL4TBD", "price": "$22.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": ""}, {"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)", "asin": "B0CLKP5QXH", "price": "$24.99", "quantity": ""}, {"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP6Q2X3X", "price": "$18.86", "quantity": ""}, {"title": "Topeak Aero Wedge Pack Bicycle Bag with Strap Mount", "asin": "B0DCR5KQ8C", "price": "$17.99", "quantity": ""}, {"title": "Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike", "asin": "B09DYKM143", "price": "$31.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "Signature Bike Saddle Bag \u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...", "asin": "B0DMFP2F3D", "price": "$32.99", "quantity": ""}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": ""}, {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}], "comparison_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45"}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99"}, {"title": "Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)", "asin": "B0CLL3VNY2", "price": "$23.99"}, {"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "B08V4S4Z7H", "price": "$20.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0CK5P84QN", "price": "$14.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0DHCSX5HJ", "price": "$22.99"}] <|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": "2025-04-10T20:23:05.344Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:23:05.344Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T20:23:05.344Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 19, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:23:05.344Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:23:25.478Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T20:23:25.478Z
click
review
rule
train
20
2025-04-10T20:23:25.478Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "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": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.21", "quantity": "1"}], "product_details": [{"asin": "B0DH7PNPPM"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories"}, {"price": "$26.45"}, {"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}, {"Size": "Medium"}], "promotion_items": [{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L", "asin": "B08HYL4TBD", "price": "$22.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": ""}, {"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)", "asin": "B0CLKP5QXH", "price": "$24.99", "quantity": ""}, {"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP6Q2X3X", "price": "$18.86", "quantity": ""}, {"title": "Topeak Aero Wedge Pack Bicycle Bag with Strap Mount", "asin": "B0DCR5KQ8C", "price": "$17.99", "quantity": ""}, {"title": "Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike", "asin": "B09DYKM143", "price": "$31.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "Signature Bike Saddle Bag \u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...", "asin": "B0DMFP2F3D", "price": "$32.99", "quantity": ""}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": ""}, {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}], "comparison_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45"}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99"}, {"title": "Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)", "asin": "B0CLL3VNY2", "price": "$23.99"}, {"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "B08V4S4Z7H", "price": "$20.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0CK5P84QN", "price": "$14.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0DHCSX5HJ", "price": "$22.99"}] <|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": "2025-04-10T20:23:25.478Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:23:25.478Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T20:23:25.478Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 20, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:23:25.478Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:23:30.679Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T20:23:30.679Z
click
review
rule
train
21
2025-04-10T20:23:30.679Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "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": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.21", "quantity": "1"}], "product_details": [{"asin": "B0DH7PNPPM"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories"}, {"price": "$26.45"}, {"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}, {"Size": "Medium"}], "promotion_items": [{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L", "asin": "B08HYL4TBD", "price": "$22.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": ""}, {"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)", "asin": "B0CLKP5QXH", "price": "$24.99", "quantity": ""}, {"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP6Q2X3X", "price": "$18.86", "quantity": ""}, {"title": "Topeak Aero Wedge Pack Bicycle Bag with Strap Mount", "asin": "B0DCR5KQ8C", "price": "$17.99", "quantity": ""}, {"title": "Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike", "asin": "B09DYKM143", "price": "$31.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "Signature Bike Saddle Bag \u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...", "asin": "B0DMFP2F3D", "price": "$32.99", "quantity": ""}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": ""}, {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}], "comparison_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45"}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99"}, {"title": "Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)", "asin": "B0CLL3VNY2", "price": "$23.99"}, {"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "B08V4S4Z7H", "price": "$20.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0CK5P84QN", "price": "$14.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0DHCSX5HJ", "price": "$22.99"}] <|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": "2025-04-10T20:23:30.679Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:23:30.679Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T20:23:30.679Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 21, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:23:30.679Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:23:33.320Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T20:23:33.320Z
click
review
rule
train
22
2025-04-10T20:23:33.320Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "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": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.21", "quantity": "1"}], "product_details": [{"asin": "B0DH7PNPPM"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories"}, {"price": "$26.45"}, {"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}, {"Size": "Medium"}], "promotion_items": [{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L", "asin": "B08HYL4TBD", "price": "$22.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": ""}, {"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)", "asin": "B0CLKP5QXH", "price": "$24.99", "quantity": ""}, {"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP6Q2X3X", "price": "$18.86", "quantity": ""}, {"title": "Topeak Aero Wedge Pack Bicycle Bag with Strap Mount", "asin": "B0DCR5KQ8C", "price": "$17.99", "quantity": ""}, {"title": "Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike", "asin": "B09DYKM143", "price": "$31.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "Signature Bike Saddle Bag \u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...", "asin": "B0DMFP2F3D", "price": "$32.99", "quantity": ""}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": ""}, {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}], "comparison_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45"}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99"}, {"title": "Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)", "asin": "B0CLL3VNY2", "price": "$23.99"}, {"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "B08V4S4Z7H", "price": "$20.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0CK5P84QN", "price": "$14.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0DHCSX5HJ", "price": "$22.99"}] <|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": "2025-04-10T20:23:33.320Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:23:33.320Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T20:23:33.320Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 22, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:23:33.320Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:23:36.445Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T20:23:36.445Z
click
review
rule
train
23
2025-04-10T20:23:36.445Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "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": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.21", "quantity": "1"}], "product_details": [{"asin": "B0DH7PNPPM"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories"}, {"price": "$26.45"}, {"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}, {"Size": "Medium"}], "promotion_items": [{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L", "asin": "B08HYL4TBD", "price": "$22.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": ""}, {"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)", "asin": "B0CLKP5QXH", "price": "$24.99", "quantity": ""}, {"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP6Q2X3X", "price": "$18.86", "quantity": ""}, {"title": "Topeak Aero Wedge Pack Bicycle Bag with Strap Mount", "asin": "B0DCR5KQ8C", "price": "$17.99", "quantity": ""}, {"title": "Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike", "asin": "B09DYKM143", "price": "$31.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "Signature Bike Saddle Bag \u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...", "asin": "B0DMFP2F3D", "price": "$32.99", "quantity": ""}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": ""}, {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}], "comparison_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45"}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99"}, {"title": "Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)", "asin": "B0CLL3VNY2", "price": "$23.99"}, {"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "B08V4S4Z7H", "price": "$20.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0CK5P84QN", "price": "$14.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0DHCSX5HJ", "price": "$22.99"}] <|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": "2025-04-10T20:23:36.445Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:23:36.445Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T20:23:36.445Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 23, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:23:36.445Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:23:39.623Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T20:23:39.623Z
click
review
rule
train
24
2025-04-10T20:23:39.623Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "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": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.21", "quantity": "1"}], "product_details": [{"asin": "B0DH7PNPPM"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories"}, {"price": "$26.45"}, {"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}, {"Size": "Medium"}], "promotion_items": [{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L", "asin": "B08HYL4TBD", "price": "$22.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": ""}, {"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)", "asin": "B0CLKP5QXH", "price": "$24.99", "quantity": ""}, {"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP6Q2X3X", "price": "$18.86", "quantity": ""}, {"title": "Topeak Aero Wedge Pack Bicycle Bag with Strap Mount", "asin": "B0DCR5KQ8C", "price": "$17.99", "quantity": ""}, {"title": "Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike", "asin": "B09DYKM143", "price": "$31.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "Signature Bike Saddle Bag \u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...", "asin": "B0DMFP2F3D", "price": "$32.99", "quantity": ""}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": ""}, {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}], "comparison_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45"}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99"}, {"title": "Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)", "asin": "B0CLL3VNY2", "price": "$23.99"}, {"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "B08V4S4Z7H", "price": "$20.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0CK5P84QN", "price": "$14.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0DHCSX5HJ", "price": "$22.99"}] <|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": "2025-04-10T20:23:39.623Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:23:39.623Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T20:23:39.623Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 24, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:23:39.623Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:23:54.549Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T20:23:54.549Z
click
review
rule
train
25
2025-04-10T20:23:54.549Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "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": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.21", "quantity": "1"}], "product_details": [{"asin": "B0DH7PNPPM"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories"}, {"price": "$26.45"}, {"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}, {"Size": "Medium"}], "promotion_items": [{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L", "asin": "B08HYL4TBD", "price": "$22.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": ""}, {"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)", "asin": "B0CLKP5QXH", "price": "$24.99", "quantity": ""}, {"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP6Q2X3X", "price": "$18.86", "quantity": ""}, {"title": "Topeak Aero Wedge Pack Bicycle Bag with Strap Mount", "asin": "B0DCR5KQ8C", "price": "$17.99", "quantity": ""}, {"title": "Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike", "asin": "B09DYKM143", "price": "$31.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "Signature Bike Saddle Bag \u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...", "asin": "B0DMFP2F3D", "price": "$32.99", "quantity": ""}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": ""}, {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}], "comparison_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45"}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99"}, {"title": "Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)", "asin": "B0CLL3VNY2", "price": "$23.99"}, {"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "B08V4S4Z7H", "price": "$20.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0CK5P84QN", "price": "$14.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0DHCSX5HJ", "price": "$22.99"}] <|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": "2025-04-10T20:23:54.549Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:23:54.549Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T20:23:54.549Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 25, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:23:54.549Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Small\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:24:40.619Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T20:24:40.619Z
click
product_option
rule
train
26
2025-04-10T20:24:40.619Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "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": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.21", "quantity": "1"}], "product_details": [{"asin": "B0DH7PNPPM"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories"}, {"price": "$26.45"}, {"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}, {"Size": "Small"}], "promotion_items": [{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L", "asin": "B08HYL4TBD", "price": "$22.99", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": ""}, {"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)", "asin": "B0CLKP5QXH", "price": "$24.99", "quantity": ""}, {"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP6Q2X3X", "price": "$18.86", "quantity": ""}, {"title": "Topeak Aero Wedge Pack Bicycle Bag with Strap Mount", "asin": "B0DCR5KQ8C", "price": "$17.99", "quantity": ""}, {"title": "Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike", "asin": "B09DYKM143", "price": "$31.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "Signature Bike Saddle Bag \u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...", "asin": "B0DMFP2F3D", "price": "$32.99", "quantity": ""}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": ""}, {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}], "comparison_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45"}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99"}, {"title": "Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)", "asin": "B0CLL3VNY2", "price": "$23.99"}, {"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "B08V4S4Z7H", "price": "$20.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0CK5P84QN", "price": "$14.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0DHCSX5HJ", "price": "$22.99"}] <|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": "2025-04-10T20:24:40.619Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:24:40.619Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T20:24:40.619Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 26, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Small\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:24:40.619Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DJFQB41P\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\"},\n{\"price\": \"$27.32\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Front Fork Waterproof Pannier Saddle Fork Rack Bicycle Shoulder Bag for E-Scooter Mountain Bike Accessories [Black 4L]\", \"asin\": \"B0BLK26MW9\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"EVA hard shell waterproof bike saddle bag Seat bag Bike bag under seat 1 litre Bike...\", \"asin\": \"B0CSD987RY\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, F...\", \"asin\": \"B0CLKNGPS6\", \"price\": \"$29.11\", \"quantity\": \"\"},\n{\"title\": \"Bike Handlebar Bag - Durable, Multiple-Size options and Multi-Color Options - inclu...\", \"asin\": \"B0CCRN3QB2\", \"price\": \"$23.87\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"EVA hard shell waterproof bike saddle bag Seat bag Bike bag under seat 1 litre Bike...\", \"asin\": \"B0CSD987RY\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0DH72GS8T\", \"price\": \"$14.60\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bikepacking Bag Bike Saddle Bag Large Capacity Bikepacking Seat Bag Waterproof Bike Seat Bag Max 3L\", \"asin\": \"B0CLNS6QN6\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"KEMIMOTO Bike Seat Bag, Max 15L Fully Waterproof Bikepacking Saddle Pouch, Road Bicycle Rear Pack Under Seat with PVC Reflective Panel, Four Bottom Hardboards\", \"asin\": \"B0DM27HW83\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)\", \"asin\": \"B0CLKN366D\", \"price\": \"$24.99\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Maverick Cycles Bike Saddle Bag Cycling Seat Pack Waterproof Bicycle Under Seat Pouch\", \"asin\": \"B0CP2XZ2SP\", \"price\": \"$29.99\"},\n{\"title\": \"KONG MING CAR Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs, Bicycle Saddle Tool Bag, Cycling Bag\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP69X89N\", \"price\": \"$19.56\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:24:48.903Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T20:24:48.903Z
click
product_option
rule
train
27
2025-04-10T20:24:48.903Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "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": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.21", "quantity": "1"}], "product_details": [{"asin": "B0DJFQB41P"}, {"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus"}, {"price": "$27.32"}, {"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}, {"Size": "Medium"}], "promotion_items": [{"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...", "asin": "B0DJFQXT2R", "price": "$26.45", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}, {"title": "Rhinowalk Bike Front Fork Waterproof Pannier Saddle Fork Rack Bicycle Shoulder Bag for E-Scooter Mountain Bike Accessories [Black 4L]", "asin": "B0BLK26MW9", "price": "$36.99", "quantity": ""}, {"title": "EVA hard shell waterproof bike saddle bag Seat bag Bike bag under seat 1 litre Bike...", "asin": "B0CSD987RY", "price": "$18.99", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, F...", "asin": "B0CLKNGPS6", "price": "$29.11", "quantity": ""}, {"title": "Bike Handlebar Bag - Durable, Multiple-Size options and Multi-Color Options - inclu...", "asin": "B0CCRN3QB2", "price": "$23.87", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "EVA hard shell waterproof bike saddle bag Seat bag Bike bag under seat 1 litre Bike...", "asin": "B0CSD987RY", "price": "$18.99", "quantity": ""}, {"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH72GS8T", "price": "$14.60", "quantity": ""}, {"title": "ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L", "asin": "B08HYL4TBD", "price": "$22.99", "quantity": ""}, {"title": "Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike", "asin": "B09DYKM143", "price": "$31.99", "quantity": ""}, {"title": "Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike", "asin": "B09DYKM143", "price": "$31.99", "quantity": ""}, {"title": "ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote", "asin": "B0DP545KQK", "price": "$30.00", "quantity": ""}, {"title": "ROCKBROS Bikepacking Bag Bike Saddle Bag Large Capacity Bikepacking Seat Bag Waterproof Bike Seat Bag Max 3L", "asin": "B0CLNS6QN6", "price": "$45.99", "quantity": ""}, {"title": "KEMIMOTO Bike Seat Bag, Max 15L Fully Waterproof Bikepacking Saddle Pouch, Road Bicycle Rear Pack Under Seat with PVC Reflective Panel, Four Bottom Hardboards", "asin": "B0DM27HW83", "price": "$38.99", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}], "comparison_items": [{"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32"}, {"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)", "asin": "B0CLKN366D", "price": "$24.99"}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99"}, {"title": "Maverick Cycles Bike Saddle Bag Cycling Seat Pack Waterproof Bicycle Under Seat Pouch", "asin": "B0CP2XZ2SP", "price": "$29.99"}, {"title": "KONG MING CAR Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs, Bicycle Saddle Tool Bag, Cycling Bag", "asin": "B0D739PR63", "price": "$19.99"}, {"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP69X89N", "price": "$19.56"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-10T20:24:48.903Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:24:48.903Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T20:24:48.903Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>", "index": 27, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DJFQB41P\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\"},\n{\"price\": \"$27.32\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Un...\", \"asin\": \"B0DJFQXT2R\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Front Fork Waterproof Pannier Saddle Fork Rack Bicycle Shoulder Bag for E-Scooter Mountain Bike Accessories [Black 4L]\", \"asin\": \"B0BLK26MW9\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"EVA hard shell waterproof bike saddle bag Seat bag Bike bag under seat 1 litre Bike...\", \"asin\": \"B0CSD987RY\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, F...\", \"asin\": \"B0CLKNGPS6\", \"price\": \"$29.11\", \"quantity\": \"\"},\n{\"title\": \"Bike Handlebar Bag - Durable, Multiple-Size options and Multi-Color Options - inclu...\", \"asin\": \"B0CCRN3QB2\", \"price\": \"$23.87\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"EVA hard shell waterproof bike saddle bag Seat bag Bike bag under seat 1 litre Bike...\", \"asin\": \"B0CSD987RY\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...\", \"asin\": \"B0DH72GS8T\", \"price\": \"$14.60\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"ORUCASE Bike Saddle Bag HC - Compact, Waterproof, Under Seat Bike Bag for Bicycles - Bike Seat Bag w/Secure Rubber Straps - Easy to Install Bike Storage Bag for Tools - 30 Cubic Inches - Coyote\", \"asin\": \"B0DP545KQK\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bikepacking Bag Bike Saddle Bag Large Capacity Bikepacking Seat Bag Waterproof Bike Seat Bag Max 3L\", \"asin\": \"B0CLNS6QN6\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"KEMIMOTO Bike Seat Bag, Max 15L Fully Waterproof Bikepacking Saddle Pouch, Road Bicycle Rear Pack Under Seat with PVC Reflective Panel, Four Bottom Hardboards\", \"asin\": \"B0DM27HW83\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)\", \"asin\": \"B0CLKN366D\", \"price\": \"$24.99\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Maverick Cycles Bike Saddle Bag Cycling Seat Pack Waterproof Bicycle Under Seat Pouch\", \"asin\": \"B0CP2XZ2SP\", \"price\": \"$29.99\"},\n{\"title\": \"KONG MING CAR Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs, Bicycle Saddle Tool Bag, Cycling Bag\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP69X89N\", \"price\": \"$19.56\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:24:48.903Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:24:59.251Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T20:24:59.251Z
purchase
B0DH7PNPPM
rule
train
28
2025-04-10T20:24:59.251Z
purchase
B0DH7PNPPM
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "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": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.21", "quantity": "1"}], "product_details": [{"asin": "B0DH7PNPPM"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories"}, {"price": "$26.45"}, {"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}, {"Size": "Medium"}], "promotion_items": [{"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L", "asin": "B08HYL4TBD", "price": "$22.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": ""}, {"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)", "asin": "B0CLKP5QXH", "price": "$24.99", "quantity": ""}, {"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "B0BP6Q2X3X", "price": "$18.86", "quantity": ""}, {"title": "Topeak Aero Wedge Pack Bicycle Bag with Strap Mount", "asin": "B0DCR5KQ8C", "price": "$17.99", "quantity": ""}, {"title": "Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike", "asin": "B09DYKM143", "price": "$31.99", "quantity": ""}, {"title": "Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...", "asin": "B0D739PR63", "price": "$19.99", "quantity": ""}, {"title": "Signature Bike Saddle Bag \u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...", "asin": "B0DMFP2F3D", "price": "$32.99", "quantity": ""}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": ""}, {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""}, {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$19.54", "quantity": ""}], "comparison_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45"}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99"}, {"title": "Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)", "asin": "B0CLL3VNY2", "price": "$23.99"}, {"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "B08V4S4Z7H", "price": "$20.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0CK5P84QN", "price": "$14.99"}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0DHCSX5HJ", "price": "$22.99"}] <|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": "2025-04-10T20:24:59.251Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:24:59.251Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DH7PNPPM\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T20:24:59.251Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DH7PNPPM\",}</answer>", "index": 28, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"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\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DH7PNPPM\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\"},\n{\"price\": \"$26.45\"},\n{\"bullet_list\": \"Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Medium\"}],\n\"promotion_items\": [{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"B0DH7N59F3\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"B08HYL4TBD\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Small)\", \"asin\": \"B0CLKP5QXH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"B0BP6Q2X3X\", \"price\": \"$18.86\", \"quantity\": \"\"},\n{\"title\": \"Topeak Aero Wedge Pack Bicycle Bag with Strap Mount\", \"asin\": \"B0DCR5KQ8C\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Bike Saddle Bag 10/13L Waterproof Bicycle Under Seat Bag Cycling Storage Bag for Mountain Road Bike\", \"asin\": \"B09DYKM143\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Bike Seat Bag, Bike Saddle Bag Under Seat, Mountain Road Bike Bag Under Seat Packs,...\", \"asin\": \"B0D739PR63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Z...\", \"asin\": \"B0DMFP2F3D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)\", \"asin\": \"B08C7XNMYV\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling...\", \"asin\": \"B0CLKNJ3HZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"B0DNTD7NT1\", \"price\": \"$19.54\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"B075CZ1JVR\", \"price\": \"$25.99\"},\n{\"title\": \"Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \\u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)\", \"asin\": \"B0CLL3VNY2\", \"price\": \"$23.99\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"B08V4S4Z7H\", \"price\": \"$20.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0CK5P84QN\", \"price\": \"$14.99\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"B0DHCSX5HJ\", \"price\": \"$22.99\"}]\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\": \"2025-04-10T20:24:59.251Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\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\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kryptonite New York FAHGETTABOUDIT Mini Bike U-Lock, Heavy Duty Anti-Theft Bicycle U Lock Sold Secure Gold, 18mm Shackle with Keys, 10/10 Security Rating for E-Bike, Motorcycle, Scooter\", \"asin\": \"\", \"price\": \"$93.71\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"\", \"price\": \"$101.31\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite New York Long Shackle Bike U-Lock, Heavy Duty Anti-Theft Security Bicycle Lock Sold Secure Gold, 16mm Long Shackle with Keys, Ultimate Security Lock for Bicycles E-Bikes Scooters\", \"asin\": \"\", \"price\": \"$129.81\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite Kryptolok Mini-7 Bike U-Lock, Heavy Duty Anti-Theft Bicycle U Lock, 12.7mm Shackle with Mounting Bracket and Keys, High Security Lock for Bicycles Scooters\", \"asin\": \"\", \"price\": \"$51.02\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite Evolution Mini Bike Chain Lock, 3 Feet Long 10mm Steel Chain Heavy Duty Anti-Theft Sold Secure Gold Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence\", \"asin\": \"\", \"price\": \"$77.19\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite New York 1210 Bike Chain Lock, 3.25 Feet Long Heavy Duty Anti-Theft Sold Secure Gold Bicycle Chain Lock with Evolution Disc Lock and Keys for Ultimate Security E-Bike, Motorcycle, Scooter\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite New York FAHGETTABOUDIT 1410 Bike Chain Lock, 3.28 Feet Long 14mm Steel Chain Heavy Duty Anti-Theft Bicycle Chain Lock with Keys, 10/10 Security Rating for E-Bike, Motorcycle, Scooter\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite Keeper 712 Bike Chain Lock, 4 Feet Long Heavy Duty Anti-Theft Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence,Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite KryptoLok Combo Bike U-Lock, Anti-Theft Security, 12.7mm Steel Shackle, 4-Digit Resettable Combination, U-Shape, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite Evolution 790 Folding Bike Lock, Compact Lightweight High Security Anti-Theft Foldable Bicycle Lock with 2 Keys and Mount for E-Bikes Scooter Road Mountain Bikes, 90cm (35 in) Orange\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ABUS U-Lock - Granit X-Plus 54 Key, 5.5\\\", Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hiplok DX: Maximum Security U Lock Bike Lock, E-Bike Lock\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite Evolution Compact Disc Lock, 13mm Hardened Max-Performance Steel Shackle, Sold Secure Gold and Art 4-Star, High-Security Anti-Theft Orange Bike Lock, Includes 3 Stainless Steel Keys\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite New York Legend 1515 Bike Chain Lock, 5 Feet Long 14.5mm Steel Chain 14.7 Pounds Heavy Duty Anti-Theft Bicycle Chain Lock with Keys, 10/10 Security Rating for E-Bike, Motorcycle, E-Scooter\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ALMSTHRE Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Zipper & Internal Pocket | Durable, Lightweight Bike Seat Bag for Secure Gear Storage\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Danuosie Bike Saddle Bag, Water Resistant Bicycle Seat Bag, Bike Bags for Bicycles, Cycling Under Seat Pouch, Bike Seat Pack for Mountain Road Bikes and Commuter\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"PACK2RIDE Toprock Frame Bag - Water Resistant, Durable Cordura Fabric & Bicycle Daily Essentials Holder - Top Tube, Frame Storage, Bikepacking for Road, Gravel Cycling - Coyote (1 L)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Top Tube Bag - Stable & Waterproof Professional Cycling Accessory\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Himiway Bike Seat Bag Bicycle Saddle Bag 3D Shell Bike Pack Under Seat Wedge Saddle Bag Cycling Seat Pack for Mountain Road Bikes,Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Top Tube Bag - Fully Waterproof and Stable Bicycle Frame Bag for Mountain & Road Bike\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"MOSISO Bike Rack Bag, Waterproof Bicycle Trunk Pannier Rear Seat Pouch Cycling Bike Carrier Backseat Storage Luggage Saddle Shoulder Bag\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Brand \\u2013 Presto! Multi-Surface Cleaner Concentrate, 2X Concentrated Formula, Lavender Scent, 32 fl oz (Pack of 2)\", \"asin\": \"\", \"price\": \"$12.78\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Tritan BPA-Free Leak-Proof Water Bottles with Action Lid, 2-Pack, 24 oz Blue & Purple\", \"asin\": \"\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"baleaf Men's 3D Padded Bike Shorts Cycling Underwear MTB Liner\", \"asin\": \"\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Danuosie Bike Seat Bag, Expandable Bicycle Saddle Bag Under Seat, Waterproof Cycling Seat Pack for Mountain Road Bikes and Commuter, 1.5-2L\", \"asin\": \"\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag - Seat Bag 1.5L Bicycle Bag Cycling Accessories Storage Pouch Wedge Pack for Mountain & Road Bike\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags (Black, Small)\", \"asin\": \"\", \"price\": \"$23.87\", \"quantity\": \"\"},\n{\"title\": \"Tongha Bicycle Seat Bag Water Proof,Bike Pack Under Seat,Wedge Saddle Bag for Bike,Cycling Accessories\", \"asin\": \"\", \"price\": \"$16.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:25:06.552Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T20:25:06.552Z
click
cart_side_bar
rule
train
29
2025-04-10T20:25:06.552Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} <|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": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45", "quantity": "1"}, {"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.21", "quantity": "1"}], "promotion_items": [{"title": "Kryptonite New York FAHGETTABOUDIT Mini Bike U-Lock, Heavy Duty Anti-Theft Bicycle U Lock Sold Secure Gold, 18mm Shackle with Keys, 10/10 Security Rating for E-Bike, Motorcycle, Scooter", "asin": "", "price": "$93.71", "quantity": ""}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "", "price": "$101.31", "quantity": ""}, {"title": "Kryptonite New York Long Shackle Bike U-Lock, Heavy Duty Anti-Theft Security Bicycle Lock Sold Secure Gold, 16mm Long Shackle with Keys, Ultimate Security Lock for Bicycles E-Bikes Scooters", "asin": "", "price": "$129.81", "quantity": ""}, {"title": "Kryptonite Kryptolok Mini-7 Bike U-Lock, Heavy Duty Anti-Theft Bicycle U Lock, 12.7mm Shackle with Mounting Bracket and Keys, High Security Lock for Bicycles Scooters", "asin": "", "price": "$51.02", "quantity": ""}, {"title": "Kryptonite Evolution Mini Bike Chain Lock, 3 Feet Long 10mm Steel Chain Heavy Duty Anti-Theft Sold Secure Gold Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence", "asin": "", "price": "$77.19", "quantity": ""}, {"title": "Kryptonite New York 1210 Bike Chain Lock, 3.25 Feet Long Heavy Duty Anti-Theft Sold Secure Gold Bicycle Chain Lock with Evolution Disc Lock and Keys for Ultimate Security E-Bike, Motorcycle, Scooter", "asin": "", "price": "", "quantity": ""}, {"title": "Kryptonite New York FAHGETTABOUDIT 1410 Bike Chain Lock, 3.28 Feet Long 14mm Steel Chain Heavy Duty Anti-Theft Bicycle Chain Lock with Keys, 10/10 Security Rating for E-Bike, Motorcycle, Scooter", "asin": "", "price": "", "quantity": ""}, {"title": "Kryptonite Keeper 712 Bike Chain Lock, 4 Feet Long Heavy Duty Anti-Theft Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence,Black", "asin": "", "price": "", "quantity": ""}, {"title": "Kryptonite KryptoLok Combo Bike U-Lock, Anti-Theft Security, 12.7mm Steel Shackle, 4-Digit Resettable Combination, U-Shape, Black", "asin": "", "price": "", "quantity": ""}, {"title": "Kryptonite Evolution 790 Folding Bike Lock, Compact Lightweight High Security Anti-Theft Foldable Bicycle Lock with 2 Keys and Mount for E-Bikes Scooter Road Mountain Bikes, 90cm (35 in) Orange", "asin": "", "price": "", "quantity": ""}, {"title": "ABUS U-Lock - Granit X-Plus 54 Key, 5.5\", Black", "asin": "", "price": "", "quantity": ""}, {"title": "Hiplok DX: Maximum Security U Lock Bike Lock, E-Bike Lock", "asin": "", "price": "", "quantity": ""}, {"title": "Kryptonite Evolution Compact Disc Lock, 13mm Hardened Max-Performance Steel Shackle, Sold Secure Gold and Art 4-Star, High-Security Anti-Theft Orange Bike Lock, Includes 3 Stainless Steel Keys", "asin": "", "price": "", "quantity": ""}, {"title": "Kryptonite New York Legend 1515 Bike Chain Lock, 5 Feet Long 14.5mm Steel Chain 14.7 Pounds Heavy Duty Anti-Theft Bicycle Chain Lock with Keys, 10/10 Security Rating for E-Bike, Motorcycle, E-Scooter", "asin": "", "price": "", "quantity": ""}, {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "", "price": "$25.99", "quantity": ""}, {"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "", "price": "$26.45", "quantity": ""}, {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "", "price": "$19.54", "quantity": ""}, {"title": "ALMSTHRE Signature Bike Saddle Bag \u2013 Midnight Black | Premium Ripstop Material, Waterproof Zipper & Internal Pocket | Durable, Lightweight Bike Seat Bag for Secure Gear Storage", "asin": "", "price": "$32.99", "quantity": ""}, {"title": "Danuosie Bike Saddle Bag, Water Resistant Bicycle Seat Bag, Bike Bags for Bicycles, Cycling Under Seat Pouch, Bike Seat Pack for Mountain Road Bikes and Commuter", "asin": "", "price": "$16.99", "quantity": ""}, {"title": "PACK2RIDE Toprock Frame Bag - Water Resistant, Durable Cordura Fabric & Bicycle Daily Essentials Holder - Top Tube, Frame Storage, Bikepacking for Road, Gravel Cycling - Coyote (1 L)", "asin": "", "price": "", "quantity": ""}, {"title": "Rhinowalk Top Tube Bag - Stable & Waterproof Professional Cycling Accessory", "asin": "", "price": "", "quantity": ""}, {"title": "Himiway Bike Seat Bag Bicycle Saddle Bag 3D Shell Bike Pack Under Seat Wedge Saddle Bag Cycling Seat Pack for Mountain Road Bikes,Black", "asin": "", "price": "", "quantity": ""}, {"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "", "price": "", "quantity": ""}, {"title": "Rhinowalk Top Tube Bag - Fully Waterproof and Stable Bicycle Frame Bag for Mountain & Road Bike", "asin": "", "price": "", "quantity": ""}, {"title": "MOSISO Bike Rack Bag, Waterproof Bicycle Trunk Pannier Rear Seat Pouch Cycling Bike Carrier Backseat Storage Luggage Saddle Shoulder Bag", "asin": "", "price": "", "quantity": ""}, {"title": "Amazon Brand \u2013 Presto! Multi-Surface Cleaner Concentrate, 2X Concentrated Formula, Lavender Scent, 32 fl oz (Pack of 2)", "asin": "", "price": "$12.78", "quantity": ""}, {"title": "Amazon Basics Tritan BPA-Free Leak-Proof Water Bottles with Action Lid, 2-Pack, 24 oz Blue & Purple", "asin": "", "price": "$13.99", "quantity": ""}, {"title": "baleaf Men's 3D Padded Bike Shorts Cycling Underwear MTB Liner", "asin": "", "price": "$22.99", "quantity": ""}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "", "price": "$14.99", "quantity": ""}, {"title": "Danuosie Bike Seat Bag, Expandable Bicycle Saddle Bag Under Seat, Waterproof Cycling Seat Pack for Mountain Road Bikes and Commuter, 1.5-2L", "asin": "", "price": "$18.99", "quantity": ""}, {"title": "ROCKBROS Bike Saddle Bag - Seat Bag 1.5L Bicycle Bag Cycling Accessories Storage Pouch Wedge Pack for Mountain & Road Bike", "asin": "", "price": "$23.99", "quantity": ""}, {"title": "ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L", "asin": "", "price": "$22.99", "quantity": ""}, {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "", "price": "$22.99", "quantity": ""}, {"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "", "price": "$20.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)", "asin": "", "price": "$24.99", "quantity": ""}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags (Black, Small)", "asin": "", "price": "$23.87", "quantity": ""}, {"title": "Tongha Bicycle Seat Bag Water Proof,Bike Pack Under Seat,Wedge Saddle Bag for Bike,Cycling Accessories", "asin": "", "price": "$16.95", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-10T20:25:06.552Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:25:06.552Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T20:25:06.552Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>", "index": 29, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\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\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"price\": \"$27.32\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.21\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kryptonite New York FAHGETTABOUDIT Mini Bike U-Lock, Heavy Duty Anti-Theft Bicycle U Lock Sold Secure Gold, 18mm Shackle with Keys, 10/10 Security Rating for E-Bike, Motorcycle, Scooter\", \"asin\": \"\", \"price\": \"$93.71\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"\", \"price\": \"$101.31\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite New York Long Shackle Bike U-Lock, Heavy Duty Anti-Theft Security Bicycle Lock Sold Secure Gold, 16mm Long Shackle with Keys, Ultimate Security Lock for Bicycles E-Bikes Scooters\", \"asin\": \"\", \"price\": \"$129.81\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite Kryptolok Mini-7 Bike U-Lock, Heavy Duty Anti-Theft Bicycle U Lock, 12.7mm Shackle with Mounting Bracket and Keys, High Security Lock for Bicycles Scooters\", \"asin\": \"\", \"price\": \"$51.02\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite Evolution Mini Bike Chain Lock, 3 Feet Long 10mm Steel Chain Heavy Duty Anti-Theft Sold Secure Gold Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence\", \"asin\": \"\", \"price\": \"$77.19\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite New York 1210 Bike Chain Lock, 3.25 Feet Long Heavy Duty Anti-Theft Sold Secure Gold Bicycle Chain Lock with Evolution Disc Lock and Keys for Ultimate Security E-Bike, Motorcycle, Scooter\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite New York FAHGETTABOUDIT 1410 Bike Chain Lock, 3.28 Feet Long 14mm Steel Chain Heavy Duty Anti-Theft Bicycle Chain Lock with Keys, 10/10 Security Rating for E-Bike, Motorcycle, Scooter\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite Keeper 712 Bike Chain Lock, 4 Feet Long Heavy Duty Anti-Theft Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence,Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite KryptoLok Combo Bike U-Lock, Anti-Theft Security, 12.7mm Steel Shackle, 4-Digit Resettable Combination, U-Shape, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite Evolution 790 Folding Bike Lock, Compact Lightweight High Security Anti-Theft Foldable Bicycle Lock with 2 Keys and Mount for E-Bikes Scooter Road Mountain Bikes, 90cm (35 in) Orange\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ABUS U-Lock - Granit X-Plus 54 Key, 5.5\\\", Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hiplok DX: Maximum Security U Lock Bike Lock, E-Bike Lock\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite Evolution Compact Disc Lock, 13mm Hardened Max-Performance Steel Shackle, Sold Secure Gold and Art 4-Star, High-Security Anti-Theft Orange Bike Lock, Includes 3 Stainless Steel Keys\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite New York Legend 1515 Bike Chain Lock, 5 Feet Long 14.5mm Steel Chain 14.7 Pounds Heavy Duty Anti-Theft Bicycle Chain Lock with Keys, 10/10 Security Rating for E-Bike, Motorcycle, E-Scooter\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \\u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X\", \"asin\": \"\", \"price\": \"$26.45\", \"quantity\": \"\"},\n{\"title\": \"YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult\", \"asin\": \"\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"ALMSTHRE Signature Bike Saddle Bag \\u2013 Midnight Black | Premium Ripstop Material, Waterproof Zipper & Internal Pocket | Durable, Lightweight Bike Seat Bag for Secure Gear Storage\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Danuosie Bike Saddle Bag, Water Resistant Bicycle Seat Bag, Bike Bags for Bicycles, Cycling Under Seat Pouch, Bike Seat Pack for Mountain Road Bikes and Commuter\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"PACK2RIDE Toprock Frame Bag - Water Resistant, Durable Cordura Fabric & Bicycle Daily Essentials Holder - Top Tube, Frame Storage, Bikepacking for Road, Gravel Cycling - Coyote (1 L)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Top Tube Bag - Stable & Waterproof Professional Cycling Accessory\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Himiway Bike Seat Bag Bicycle Saddle Bag 3D Shell Bike Pack Under Seat Wedge Saddle Bag Cycling Seat Pack for Mountain Road Bikes,Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Rhinowalk Top Tube Bag - Fully Waterproof and Stable Bicycle Frame Bag for Mountain & Road Bike\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"MOSISO Bike Rack Bag, Waterproof Bicycle Trunk Pannier Rear Seat Pouch Cycling Bike Carrier Backseat Storage Luggage Saddle Shoulder Bag\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Brand \\u2013 Presto! Multi-Surface Cleaner Concentrate, 2X Concentrated Formula, Lavender Scent, 32 fl oz (Pack of 2)\", \"asin\": \"\", \"price\": \"$12.78\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Tritan BPA-Free Leak-Proof Water Bottles with Action Lid, 2-Pack, 24 oz Blue & Purple\", \"asin\": \"\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"baleaf Men's 3D Padded Bike Shorts Cycling Underwear MTB Liner\", \"asin\": \"\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Danuosie Bike Seat Bag, Expandable Bicycle Saddle Bag Under Seat, Waterproof Cycling Seat Pack for Mountain Road Bikes and Commuter, 1.5-2L\", \"asin\": \"\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag - Seat Bag 1.5L Bicycle Bag Cycling Accessories Storage Pouch Wedge Pack for Mountain & Road Bike\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L\", \"asin\": \"\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black\", \"asin\": \"\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags (Black, Small)\", \"asin\": \"\", \"price\": \"$23.87\", \"quantity\": \"\"},\n{\"title\": \"Tongha Bicycle Seat Bag Water Proof,Bike Pack Under Seat,Wedge Saddle Bag for Bike,Cycling Accessories\", \"asin\": \"\", \"price\": \"$16.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T20:25:06.552Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"ATTITUDE Hair Conditioner for Sensitive Dry Scalp, Soothing Oat, Naturally Derived Ingredients, Dermatologically Tested, Vegan Detangler, Extra Gentle, Unscented, 8 Fl Oz\", \"asin\": \"B07NFDJXVC\", \"price\": \"$17.15\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite Keeper 785 Bike Chain Lock, 2.8 Feet Long Heavy Duty Anti-Theft Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence\", \"asin\": \"B005YPK7V8\", \"price\": \"$47.04\", \"quantity\": \"\"},\n{\"title\": \"Ascher Ultra Bright USB Rechargeable Bike Light Set, Powerful Bicycle Front Headlight and Back Taillight, 4 Light Modes, Easy to Install for Men Women Kids Road Mountain Cycling Black\", \"asin\": \"B07FC9NRRR\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Scented Sachets for Drawer and Closet,Home Fragrance Sachets Gifts for Men Women Wardrobe,Car Fragrance\", \"asin\": \"B0CYC1H5F6\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"W1cwey 4pcs Cartoon Cat Student Driver Car Magnets \\u2013 Cute Reflective New Driver Signs, Reusable Bumper Safety Stickers for Teens (Nervous Cat Design)\", \"asin\": \"B0BM4CPQQ4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite KryptoFlex Security Cable, 2.6FT/4FT/7FT/30FT Long Braided Steel Flex Bike Lock Anti-Theft Cable with Looped Ends for Outdoor Equipment, U-Lock and Padlock, 5mm-10mm Thick,Grey/Orange\", \"asin\": \"B000NOO3ZQ\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"ATTITUDE Hair Conditioner for Sensitive Dry Scalp, For Thin Hair, Soothing Oat, Naturally Derived Ingredients, Dermatologically Tested, Vegan Detangler, Volume and Shine, 8 Fl Oz\", \"asin\": \"B07NFDJXVF\", \"price\": \"$11.23\", \"quantity\": \"\"},\n{\"title\": \"Sportneer Bike Lock: 5 Digit Combination High Security Anti Theft Bike Chain Lock - 3.2/3.6/4ft Heavy Duty Keyless Bicycle Lock for Bike, Motorcycle, Scooter, Door & Gate - 4/6mm Thick, Easy to Use\", \"asin\": \"B01N67GAGC\", \"price\": \"$9.89\", \"quantity\": \"\"},\n{\"title\": \"Apple AirTag\", \"asin\": \"B0CWXNS552\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Phone Holder, Motorcycle Mount - Motorcycle Phone Holder, Handlebar Cell Phone Clamp, Scooter Phone Clip for iPhone 16 Pro Max/Plus, 15 Pro Max, S10, S20, More 4.7\\\" to 6.8\\\" Smartphones\", \"asin\": \"ec77a638\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"ATTITUDE Extra Gentle Hair Shampoo, EWG Verified, Soothes Dry Scalp, Naturally Derived Ingredients, Vegan and Plant Based, Unscented, 16 Fl Oz\", \"asin\": \"B097MLYG5F\", \"price\": \"$9.35\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Bell Classic Bicycle Bell Mountain Bike Bells for Adults with Loud Sound and Fit for 0.87-1.25in/22.2-31.8mm Bicycle Handlebars\", \"asin\": \"B0BY2ML8FK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Febreze Air Freshener and Odor Fighter Spray 96264\", \"asin\": \"B079ZL5MP2\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Greallthy Bike Bell Classic Brass Bicycle Bell,Bike Bells for Adults Kids,Loud Sound Bells Fit for 0.87-1.25in/22.2-31.8mm Bicycle Handlebars,Road Mountain Bike Accessories.\", \"asin\": \"B07VRZ4T7W\", \"price\": \"$13.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"Medium\"}]},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"delivery\": \"FREE delivery Apr 27 - May 18 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"Small\"}]},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"delivery\": \"FREE delivery Wed, Apr 16 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Tassel Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White Jasmine(Square Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Square Ceramic)\"}]},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Medium\"}]},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"delivery\": \"FREE delivery Tue, Apr 22\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"New-U\"}, {\"Pattern Name\": \"Bike Lock\"}]},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"16 Fl Oz (Pack of 1)\"}, {\"Style\": \"Extra Gentle\"}]}],\n\"saved_items\": [{\"title\": \"Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)\", \"asin\": \"B0BRK5JKPK\", \"options\": [{\"Item Shape\": \"U Grey\"}]},\n{\"asin\": \"B0BRK5JKPK\", \"options\": []},\n{\"title\": \"M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More\", \"asin\": \"B00063678K\", \"options\": [{\"Style\": \"Sustain Pedal\"}]},\n{\"title\": \"MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe\", \"asin\": \"B0DLB23DTS\", \"options\": [{\"Size\": \"24 oz 32 oz\"}]},\n{\"title\": \"Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz\", \"asin\": \"B0C449R6PX\", \"price\": \"$4.76\", \"options\": [{\"Size\": \"9.7 Ounce (Pack of 1)\"}]},\n{\"title\": \"UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\\\" x 30\\\", Easy to Clean\", \"asin\": \"B0B5N7N4K1\", \"options\": [{\"Size\": \"17\\\" x 30\\\"\"}, {\"Color\": \"Cute Cat\"}]},\n{\"asin\": \"B0B5N7N4K1\", \"options\": []},\n{\"title\": \"L'OREAL PROFESSIONNEL PARIS Absolut Repair 10-in-1 Oil \\u2013 Nourishing Multi-Benefit Oil For Dry & Damaged Hair, Repairs Hair and Provides Shine\", \"asin\": \"B0918FHY6P\", \"options\": []},\n{\"title\": \"Terramycin Antibiotic Ointment for Eye Infection Treatment in Dogs, Cats, Cattle, Horses, and Sheep, 0.125oz Tube\", \"asin\": \"B00063KGUK\", \"price\": \"$33.95\", \"options\": [{\"Style\": \"Modern\"}]},\n{\"title\": \"Potaroma Flapping Owl Cat Toys (No Flying), Lifelike Bird Chirp, Rechargeable Touch Activated Kitten Toy, Interactive Catnip Kicker Exercise Toys 4.0\\\" for All Breeds\", \"asin\": \"B0CBWX73PD\", \"options\": [{\"Style\": \"Owl\"}]},\n{\"title\": \"Fresh Step Outstretch Advanced Long Lasting Clumping Litter Simply Unscented, Activated Charcoal Litter Lasts 50% Longer, 32 lbs. (2 x 16 lb. Box)\", \"asin\": \"B09ZPWJJBW\", \"options\": [{\"Size\": \"32 lb\"}, {\"Style\": \"Advanced Outstretch - Simply Unscented\"}]},\n{\"asin\": \"B09ZPWJJBW\", \"options\": []},\n{\"title\": \"Jellycat Smudge Fox Stuffed Animal, 9.5 inches - Woodland Animal Plush Toy - Classic Children's Gift\", \"asin\": \"B07Y5G9TG7\", \"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\": \"2025-04-10T20:25:18.663Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-10T20:25:18.663Z
click
quantity
rule
train
30
2025-04-10T20:25:18.663Z
click
quantity
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "ATTITUDE Hair Conditioner for Sensitive Dry Scalp, Soothing Oat, Naturally Derived Ingredients, Dermatologically Tested, Vegan Detangler, Extra Gentle, Unscented, 8 Fl Oz", "asin": "B07NFDJXVC", "price": "$17.15", "quantity": ""}, {"title": "Kryptonite Keeper 785 Bike Chain Lock, 2.8 Feet Long Heavy Duty Anti-Theft Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence", "asin": "B005YPK7V8", "price": "$47.04", "quantity": ""}, {"title": "Ascher Ultra Bright USB Rechargeable Bike Light Set, Powerful Bicycle Front Headlight and Back Taillight, 4 Light Modes, Easy to Install for Men Women Kids Road Mountain Cycling Black", "asin": "B07FC9NRRR", "price": "$18.99", "quantity": ""}, {"title": "Airkeep Car Air Freshener - White Jasmine Scented Sachets for Drawer and Closet,Home Fragrance Sachets Gifts for Men Women Wardrobe,Car Fragrance", "asin": "B0CYC1H5F6", "price": "$3.99", "quantity": ""}, {"title": "W1cwey 4pcs Cartoon Cat Student Driver Car Magnets \u2013 Cute Reflective New Driver Signs, Reusable Bumper Safety Stickers for Teens (Nervous Cat Design)", "asin": "B0BM4CPQQ4", "price": "$9.99", "quantity": ""}, {"title": "Kryptonite KryptoFlex Security Cable, 2.6FT/4FT/7FT/30FT Long Braided Steel Flex Bike Lock Anti-Theft Cable with Looped Ends for Outdoor Equipment, U-Lock and Padlock, 5mm-10mm Thick,Grey/Orange", "asin": "B000NOO3ZQ", "price": "$19.49", "quantity": ""}, {"title": "ATTITUDE Hair Conditioner for Sensitive Dry Scalp, For Thin Hair, Soothing Oat, Naturally Derived Ingredients, Dermatologically Tested, Vegan Detangler, Volume and Shine, 8 Fl Oz", "asin": "B07NFDJXVF", "price": "$11.23", "quantity": ""}, {"title": "Sportneer Bike Lock: 5 Digit Combination High Security Anti Theft Bike Chain Lock - 3.2/3.6/4ft Heavy Duty Keyless Bicycle Lock for Bike, Motorcycle, Scooter, Door & Gate - 4/6mm Thick, Easy to Use", "asin": "B01N67GAGC", "price": "$9.89", "quantity": ""}, {"title": "Apple AirTag", "asin": "B0CWXNS552", "price": "$24.95", "quantity": ""}, {"title": "Lamicall Bike Phone Holder, Motorcycle Mount - Motorcycle Phone Holder, Handlebar Cell Phone Clamp, Scooter Phone Clip for iPhone 16 Pro Max/Plus, 15 Pro Max, S10, S20, More 4.7\" to 6.8\" Smartphones", "asin": "ec77a638", "price": "$14.99", "quantity": ""}, {"title": "ATTITUDE Extra Gentle Hair Shampoo, EWG Verified, Soothes Dry Scalp, Naturally Derived Ingredients, Vegan and Plant Based, Unscented, 16 Fl Oz", "asin": "B097MLYG5F", "price": "$9.35", "quantity": ""}, {"title": "ROCKBROS Bike Bell Classic Bicycle Bell Mountain Bike Bells for Adults with Loud Sound and Fit for 0.87-1.25in/22.2-31.8mm Bicycle Handlebars", "asin": "B0BY2ML8FK", "price": "$14.99", "quantity": ""}, {"title": "Febreze Air Freshener and Odor Fighter Spray 96264", "asin": "B079ZL5MP2", "price": "$24.99", "quantity": ""}, {"title": "Greallthy Bike Bell Classic Brass Bicycle Bell,Bike Bells for Adults Kids,Loud Sound Bells Fit for 0.87-1.25in/22.2-31.8mm Bicycle Handlebars,Road Mountain Bike Accessories.", "asin": "B07VRZ4T7W", "price": "$13.95", "quantity": ""}], "active_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "delivery": "FREE delivery Tue, Apr 15 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Black"}, {"Size": "Medium"}]}, {"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "delivery": "FREE delivery Apr 27 - May 18 available at checkout", "quantity": "1", "selected": true, "options": [{"Color": "Black"}, {"Size": "Small"}]}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "delivery": "FREE delivery Wed, Apr 16 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Ocean Mist&Sea Salt\uff08Tassel Ceramic)"}]}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "delivery": "FREE delivery Tue, Apr 15 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "White Jasmine(Square Ceramic)"}]}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "delivery": "FREE delivery Tue, Apr 15 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Ocean Mist&Sea Salt\uff08Square Ceramic)"}]}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "delivery": "FREE delivery Tue, Apr 15 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Medium"}]}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "delivery": "FREE delivery Tue, Apr 15 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Large"}, {"Color": "Black"}]}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "delivery": "FREE delivery Tue, Apr 22", "quantity": "1", "selected": true, "options": [{"Style": "New-U"}, {"Pattern Name": "Bike Lock"}]}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "delivery": "FREE delivery Tue, Apr 15 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "16 Fl Oz (Pack of 1)"}, {"Style": "Extra Gentle"}]}], "saved_items": [{"title": "Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)", "asin": "B0BRK5JKPK", "options": [{"Item Shape": "U Grey"}]}, {"asin": "B0BRK5JKPK", "options": []}, {"title": "M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More", "asin": "B00063678K", "options": [{"Style": "Sustain Pedal"}]}, {"title": "MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe", "asin": "B0DLB23DTS", "options": [{"Size": "24 oz 32 oz"}]}, {"title": "Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz", "asin": "B0C449R6PX", "price": "$4.76", "options": [{"Size": "9.7 Ounce (Pack of 1)"}]}, {"title": "UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\" x 30\", Easy to Clean", "asin": "B0B5N7N4K1", "options": [{"Size": "17\" x 30\""}, {"Color": "Cute Cat"}]}, {"asin": "B0B5N7N4K1", "options": []}, {"title": "L'OREAL PROFESSIONNEL PARIS Absolut Repair 10-in-1 Oil \u2013 Nourishing Multi-Benefit Oil For Dry & Damaged Hair, Repairs Hair and Provides Shine", "asin": "B0918FHY6P", "options": []}, {"title": "Terramycin Antibiotic Ointment for Eye Infection Treatment in Dogs, Cats, Cattle, Horses, and Sheep, 0.125oz Tube", "asin": "B00063KGUK", "price": "$33.95", "options": [{"Style": "Modern"}]}, {"title": "Potaroma Flapping Owl Cat Toys (No Flying), Lifelike Bird Chirp, Rechargeable Touch Activated Kitten Toy, Interactive Catnip Kicker Exercise Toys 4.0\" for All Breeds", "asin": "B0CBWX73PD", "options": [{"Style": "Owl"}]}, {"title": "Fresh Step Outstretch Advanced Long Lasting Clumping Litter Simply Unscented, Activated Charcoal Litter Lasts 50% Longer, 32 lbs. (2 x 16 lb. Box)", "asin": "B09ZPWJJBW", "options": [{"Size": "32 lb"}, {"Style": "Advanced Outstretch - Simply Unscented"}]}, {"asin": "B09ZPWJJBW", "options": []}, {"title": "Jellycat Smudge Fox Stuffed Animal, 9.5 inches - Woodland Animal Plush Toy - Classic Children's Gift", "asin": "B07Y5G9TG7", "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": "2025-04-10T20:25:18.663Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-10T20:25:18.663Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-10T20:25:18.663Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>", "index": 30, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"ATTITUDE Hair Conditioner for Sensitive Dry Scalp, Soothing Oat, Naturally Derived Ingredients, Dermatologically Tested, Vegan Detangler, Extra Gentle, Unscented, 8 Fl Oz\", \"asin\": \"B07NFDJXVC\", \"price\": \"$17.15\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite Keeper 785 Bike Chain Lock, 2.8 Feet Long Heavy Duty Anti-Theft Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence\", \"asin\": \"B005YPK7V8\", \"price\": \"$47.04\", \"quantity\": \"\"},\n{\"title\": \"Ascher Ultra Bright USB Rechargeable Bike Light Set, Powerful Bicycle Front Headlight and Back Taillight, 4 Light Modes, Easy to Install for Men Women Kids Road Mountain Cycling Black\", \"asin\": \"B07FC9NRRR\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Scented Sachets for Drawer and Closet,Home Fragrance Sachets Gifts for Men Women Wardrobe,Car Fragrance\", \"asin\": \"B0CYC1H5F6\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"W1cwey 4pcs Cartoon Cat Student Driver Car Magnets \\u2013 Cute Reflective New Driver Signs, Reusable Bumper Safety Stickers for Teens (Nervous Cat Design)\", \"asin\": \"B0BM4CPQQ4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Kryptonite KryptoFlex Security Cable, 2.6FT/4FT/7FT/30FT Long Braided Steel Flex Bike Lock Anti-Theft Cable with Looped Ends for Outdoor Equipment, U-Lock and Padlock, 5mm-10mm Thick,Grey/Orange\", \"asin\": \"B000NOO3ZQ\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"ATTITUDE Hair Conditioner for Sensitive Dry Scalp, For Thin Hair, Soothing Oat, Naturally Derived Ingredients, Dermatologically Tested, Vegan Detangler, Volume and Shine, 8 Fl Oz\", \"asin\": \"B07NFDJXVF\", \"price\": \"$11.23\", \"quantity\": \"\"},\n{\"title\": \"Sportneer Bike Lock: 5 Digit Combination High Security Anti Theft Bike Chain Lock - 3.2/3.6/4ft Heavy Duty Keyless Bicycle Lock for Bike, Motorcycle, Scooter, Door & Gate - 4/6mm Thick, Easy to Use\", \"asin\": \"B01N67GAGC\", \"price\": \"$9.89\", \"quantity\": \"\"},\n{\"title\": \"Apple AirTag\", \"asin\": \"B0CWXNS552\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Lamicall Bike Phone Holder, Motorcycle Mount - Motorcycle Phone Holder, Handlebar Cell Phone Clamp, Scooter Phone Clip for iPhone 16 Pro Max/Plus, 15 Pro Max, S10, S20, More 4.7\\\" to 6.8\\\" Smartphones\", \"asin\": \"ec77a638\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"ATTITUDE Extra Gentle Hair Shampoo, EWG Verified, Soothes Dry Scalp, Naturally Derived Ingredients, Vegan and Plant Based, Unscented, 16 Fl Oz\", \"asin\": \"B097MLYG5F\", \"price\": \"$9.35\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Bike Bell Classic Bicycle Bell Mountain Bike Bells for Adults with Loud Sound and Fit for 0.87-1.25in/22.2-31.8mm Bicycle Handlebars\", \"asin\": \"B0BY2ML8FK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Febreze Air Freshener and Odor Fighter Spray 96264\", \"asin\": \"B079ZL5MP2\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Greallthy Bike Bell Classic Brass Bicycle Bell,Bike Bells for Adults Kids,Loud Sound Bells Fit for 0.87-1.25in/22.2-31.8mm Bicycle Handlebars,Road Mountain Bike Accessories.\", \"asin\": \"B07VRZ4T7W\", \"price\": \"$13.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"Medium\"}]},\n{\"title\": \"Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus\", \"asin\": \"B0DJFQB41P\", \"delivery\": \"FREE delivery Apr 27 - May 18 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"Small\"}]},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"delivery\": \"FREE delivery Wed, Apr 16 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Tassel Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White Jasmine(Square Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Square Ceramic)\"}]},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Medium\"}]},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Large\"}, {\"Color\": \"Black\"}]},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"delivery\": \"FREE delivery Tue, Apr 22\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"New-U\"}, {\"Pattern Name\": \"Bike Lock\"}]},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"delivery\": \"FREE delivery Tue, Apr 15 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"16 Fl Oz (Pack of 1)\"}, {\"Style\": \"Extra Gentle\"}]}],\n\"saved_items\": [{\"title\": \"Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)\", \"asin\": \"B0BRK5JKPK\", \"options\": [{\"Item Shape\": \"U Grey\"}]},\n{\"asin\": \"B0BRK5JKPK\", \"options\": []},\n{\"title\": \"M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More\", \"asin\": \"B00063678K\", \"options\": [{\"Style\": \"Sustain Pedal\"}]},\n{\"title\": \"MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe\", \"asin\": \"B0DLB23DTS\", \"options\": [{\"Size\": \"24 oz 32 oz\"}]},\n{\"title\": \"Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz\", \"asin\": \"B0C449R6PX\", \"price\": \"$4.76\", \"options\": [{\"Size\": \"9.7 Ounce (Pack of 1)\"}]},\n{\"title\": \"UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\\\" x 30\\\", Easy to Clean\", \"asin\": \"B0B5N7N4K1\", \"options\": [{\"Size\": \"17\\\" x 30\\\"\"}, {\"Color\": \"Cute Cat\"}]},\n{\"asin\": \"B0B5N7N4K1\", \"options\": []},\n{\"title\": \"L'OREAL PROFESSIONNEL PARIS Absolut Repair 10-in-1 Oil \\u2013 Nourishing Multi-Benefit Oil For Dry & Damaged Hair, Repairs Hair and Provides Shine\", \"asin\": \"B0918FHY6P\", \"options\": []},\n{\"title\": \"Terramycin Antibiotic Ointment for Eye Infection Treatment in Dogs, Cats, Cattle, Horses, and Sheep, 0.125oz Tube\", \"asin\": \"B00063KGUK\", \"price\": \"$33.95\", \"options\": [{\"Style\": \"Modern\"}]},\n{\"title\": \"Potaroma Flapping Owl Cat Toys (No Flying), Lifelike Bird Chirp, Rechargeable Touch Activated Kitten Toy, Interactive Catnip Kicker Exercise Toys 4.0\\\" for All Breeds\", \"asin\": \"B0CBWX73PD\", \"options\": [{\"Style\": \"Owl\"}]},\n{\"title\": \"Fresh Step Outstretch Advanced Long Lasting Clumping Litter Simply Unscented, Activated Charcoal Litter Lasts 50% Longer, 32 lbs. (2 x 16 lb. Box)\", \"asin\": \"B09ZPWJJBW\", \"options\": [{\"Size\": \"32 lb\"}, {\"Style\": \"Advanced Outstretch - Simply Unscented\"}]},\n{\"asin\": \"B09ZPWJJBW\", \"options\": []},\n{\"title\": \"Jellycat Smudge Fox Stuffed Animal, 9.5 inches - Woodland Animal Plush Toy - Classic Children's Gift\", \"asin\": \"B07Y5G9TG7\", \"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\": \"2025-04-10T20:25:18.663Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.24\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07XRBL9QR\"},\n{\"title\": \"Shimano GRX BL-RX810 1 x 11-Speed Left Drop-Bar Hydraulic Brake Lever without hose or caliper\"},\n{\"price\": \"$171.00\"},\n{\"bullet_list\": \"Lever: BL-RX810-L Lever Adjustability: reach Actuation: [brake] hydraulic Caliper: not included Fluid: Shimano mineral\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Shimano GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Mountain Bike Pedals MTB Pedals Bicycle Flat Pedals Aluminum 9/16\\\" Sealed Bearing Lightweight Platform for Road Mountain BMX MTB Bike\", \"asin\": \"B08FFHW2PV\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Mountain Bike Pedals, Ultra Strong Colorful CNC Machined 9/16\\\" Cycling Sealed 3 Bea...\", \"asin\": \"B08G4WFYX7\", \"price\": \"$22.67\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO 105 St-R7025 Hydraulic Sti Shifter and Disc Brake Caliper Black, Front/Left, Flat Mount\", \"asin\": \"B07YNM1YQT\", \"price\": \"$264.99\", \"quantity\": \"\"},\n{\"title\": \"MTB Mountain Bike Pedals 3 Bearing Flat Platform Compatible with SPD,Dual Function ...\", \"asin\": \"B09577ZKZJ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS MTB Pedals Mountain Bike Pedals Lightweight Nylon Fiber Bicycle Platform Pedals for BMX MTB 9/16\\\"\", \"asin\": \"B07CWRQQGD\", \"price\": \"$21.15\", \"quantity\": \"\"},\n{\"title\": \"L-TWOO Road Bike Shift Lever 2 X 11 Speed 22 Speeds Road Bicycle Shifters with Brak...\", \"asin\": \"B0D41SH8Z5\", \"price\": \"$85.99\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO GRX ST-RX810 GRX Mechanical Shift Hydraulic STI Lever, 11-Speed, Right Hand\", \"asin\": \"B07RVVMK25\", \"price\": \"$208.99\", \"quantity\": \"\"},\n{\"title\": \"Shimano GRX RD-RX812 Rear Derailleur - 11-Speed, Long Cage, Black, With Clutch, For 1x\", \"asin\": \"B07VT2XG79\", \"price\": \"$98.35\", \"quantity\": \"\"},\n{\"title\": \"Shimano GRX ST-RX810-LA 1 x 11-Speed Left Drop-Bar Seatpost Remote/Hydraulic Brake Lever without hose or caliper\", \"asin\": \"B07V21VP46\", \"price\": \"$257.99\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand\", \"asin\": \"B07RVX5HYQ\", \"price\": \"$148.05\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO Ultegra ST-R8170/BR-R8170 Di2 Shift/Brake Lever and Hydraulic Disc Caliper - 2x12-Speed, Flat Mount, Black (Left/Front)\", \"asin\": \"B09YFHNDH8\", \"price\": \"$364.26\", \"quantity\": \"\"},\n{\"title\": \"MICROSHIFT R10 SHIFT LEVER SET 2x10 SPEED SHIMANO COMPATIBLE\", \"asin\": \"B083WMFRDL\", \"price\": \"$139.73\", \"quantity\": \"\"},\n{\"title\": \"Shimano Tiagra ST-4720 10-Speed Right Shift/Brake Lever for Hydraulic Disc Brake\", \"asin\": \"B07YMT8878\", \"price\": \"$146.92\", \"quantity\": \"\"},\n{\"title\": \"Box One 85 or 108 Millimeters Oversized BMX V-Brakes with Sealed Bearing Pivots, Flexible Cable Noodle, Cold Forged Arms & 2 Millimeters Allen Key Tensions Bolt\", \"asin\": \"B00B90ELY6\", \"price\": \"$76.90\", \"quantity\": \"\"},\n{\"title\": \"Terske Titanium Brake & Shift Lever Mountain Bike Bolt Kit fits SRAM Matchmaker\", \"asin\": \"B0B61TZZXD\", \"price\": \"$17.97\", \"quantity\": \"\"},\n{\"title\": \"CNC MTB Hydraulic Disc Brake Set\\uff0cBike Disc Brake Sets Front and Rear Line Pulling Hydraulic Disc Brake\\uff0cRed/Purple. \\u2026\", \"asin\": \"B09MTBZLFZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Shimano GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Shimano Claris ST-R2000 Double Left STI Lever\", \"asin\": \"B06Y41JPS1\", \"price\": \"$61.99\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO 105 St-R7025 Hydraulic Sti Shifter and Disc Brake Caliper Black, Front/Left, Flat Mount\", \"asin\": \"B07YNM1YQT\", \"price\": \"$264.99\", \"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\": \"2025-04-11T22:32:25.395Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-11T22:32:25.395Z
click
search
rule
train
31
2025-04-11T22:32:25.395Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.24", "quantity": "1"}], "product_details": [{"asin": "B07XRBL9QR"}, {"title": "Shimano GRX BL-RX810 1 x 11-Speed Left Drop-Bar Hydraulic Brake Lever without hose or caliper"}, {"price": "$171.00"}, {"bullet_list": "Lever: BL-RX810-L Lever Adjustability: reach Actuation: [brake] hydraulic Caliper: not included Fluid: Shimano mineral"}], "product_quantity": [{"quantity": "1"}], "promotion_items": [{"title": "Shimano GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black", "asin": "B07YMBRRBN", "price": "$159.99", "quantity": ""}, {"title": "ROCKBROS Mountain Bike Pedals MTB Pedals Bicycle Flat Pedals Aluminum 9/16\" Sealed Bearing Lightweight Platform for Road Mountain BMX MTB Bike", "asin": "B08FFHW2PV", "price": "$26.99", "quantity": ""}, {"title": "Mountain Bike Pedals, Ultra Strong Colorful CNC Machined 9/16\" Cycling Sealed 3 Bea...", "asin": "B08G4WFYX7", "price": "$22.67", "quantity": ""}, {"title": "SHIMANO 105 St-R7025 Hydraulic Sti Shifter and Disc Brake Caliper Black, Front/Left, Flat Mount", "asin": "B07YNM1YQT", "price": "$264.99", "quantity": ""}, {"title": "MTB Mountain Bike Pedals 3 Bearing Flat Platform Compatible with SPD,Dual Function ...", "asin": "B09577ZKZJ", "price": "$39.99", "quantity": ""}, {"title": "ROCKBROS MTB Pedals Mountain Bike Pedals Lightweight Nylon Fiber Bicycle Platform Pedals for BMX MTB 9/16\"", "asin": "B07CWRQQGD", "price": "$21.15", "quantity": ""}, {"title": "L-TWOO Road Bike Shift Lever 2 X 11 Speed 22 Speeds Road Bicycle Shifters with Brak...", "asin": "B0D41SH8Z5", "price": "$85.99", "quantity": ""}, {"title": "SHIMANO GRX ST-RX810 GRX Mechanical Shift Hydraulic STI Lever, 11-Speed, Right Hand", "asin": "B07RVVMK25", "price": "$208.99", "quantity": ""}, {"title": "Shimano GRX RD-RX812 Rear Derailleur - 11-Speed, Long Cage, Black, With Clutch, For 1x", "asin": "B07VT2XG79", "price": "$98.35", "quantity": ""}, {"title": "Shimano GRX ST-RX810-LA 1 x 11-Speed Left Drop-Bar Seatpost Remote/Hydraulic Brake Lever without hose or caliper", "asin": "B07V21VP46", "price": "$257.99", "quantity": ""}, {"title": "SHIMANO GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand", "asin": "B07RVX5HYQ", "price": "$148.05", "quantity": ""}, {"title": "SHIMANO Ultegra ST-R8170/BR-R8170 Di2 Shift/Brake Lever and Hydraulic Disc Caliper - 2x12-Speed, Flat Mount, Black (Left/Front)", "asin": "B09YFHNDH8", "price": "$364.26", "quantity": ""}, {"title": "MICROSHIFT R10 SHIFT LEVER SET 2x10 SPEED SHIMANO COMPATIBLE", "asin": "B083WMFRDL", "price": "$139.73", "quantity": ""}, {"title": "Shimano Tiagra ST-4720 10-Speed Right Shift/Brake Lever for Hydraulic Disc Brake", "asin": "B07YMT8878", "price": "$146.92", "quantity": ""}, {"title": "Box One 85 or 108 Millimeters Oversized BMX V-Brakes with Sealed Bearing Pivots, Flexible Cable Noodle, Cold Forged Arms & 2 Millimeters Allen Key Tensions Bolt", "asin": "B00B90ELY6", "price": "$76.90", "quantity": ""}, {"title": "Terske Titanium Brake & Shift Lever Mountain Bike Bolt Kit fits SRAM Matchmaker", "asin": "B0B61TZZXD", "price": "$17.97", "quantity": ""}, {"title": "CNC MTB Hydraulic Disc Brake Set\uff0cBike Disc Brake Sets Front and Rear Line Pulling Hydraulic Disc Brake\uff0cRed/Purple. \u2026", "asin": "B09MTBZLFZ", "price": "$25.99", "quantity": ""}, {"title": "Shimano GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black", "asin": "B07YMBRRBN", "price": "$159.99", "quantity": ""}, {"title": "Shimano Claris ST-R2000 Double Left STI Lever", "asin": "B06Y41JPS1", "price": "$61.99", "quantity": ""}, {"title": "SHIMANO 105 St-R7025 Hydraulic Sti Shifter and Disc Brake Caliper Black, Front/Left, Flat Mount", "asin": "B07YNM1YQT", "price": "$264.99", "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": "2025-04-11T22:32:25.395Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-11T22:32:25.395Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-11T22:32:25.395Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 31, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.24\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07XRBL9QR\"},\n{\"title\": \"Shimano GRX BL-RX810 1 x 11-Speed Left Drop-Bar Hydraulic Brake Lever without hose or caliper\"},\n{\"price\": \"$171.00\"},\n{\"bullet_list\": \"Lever: BL-RX810-L Lever Adjustability: reach Actuation: [brake] hydraulic Caliper: not included Fluid: Shimano mineral\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Shimano GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Mountain Bike Pedals MTB Pedals Bicycle Flat Pedals Aluminum 9/16\\\" Sealed Bearing Lightweight Platform for Road Mountain BMX MTB Bike\", \"asin\": \"B08FFHW2PV\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Mountain Bike Pedals, Ultra Strong Colorful CNC Machined 9/16\\\" Cycling Sealed 3 Bea...\", \"asin\": \"B08G4WFYX7\", \"price\": \"$22.67\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO 105 St-R7025 Hydraulic Sti Shifter and Disc Brake Caliper Black, Front/Left, Flat Mount\", \"asin\": \"B07YNM1YQT\", \"price\": \"$264.99\", \"quantity\": \"\"},\n{\"title\": \"MTB Mountain Bike Pedals 3 Bearing Flat Platform Compatible with SPD,Dual Function ...\", \"asin\": \"B09577ZKZJ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS MTB Pedals Mountain Bike Pedals Lightweight Nylon Fiber Bicycle Platform Pedals for BMX MTB 9/16\\\"\", \"asin\": \"B07CWRQQGD\", \"price\": \"$21.15\", \"quantity\": \"\"},\n{\"title\": \"L-TWOO Road Bike Shift Lever 2 X 11 Speed 22 Speeds Road Bicycle Shifters with Brak...\", \"asin\": \"B0D41SH8Z5\", \"price\": \"$85.99\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO GRX ST-RX810 GRX Mechanical Shift Hydraulic STI Lever, 11-Speed, Right Hand\", \"asin\": \"B07RVVMK25\", \"price\": \"$208.99\", \"quantity\": \"\"},\n{\"title\": \"Shimano GRX RD-RX812 Rear Derailleur - 11-Speed, Long Cage, Black, With Clutch, For 1x\", \"asin\": \"B07VT2XG79\", \"price\": \"$98.35\", \"quantity\": \"\"},\n{\"title\": \"Shimano GRX ST-RX810-LA 1 x 11-Speed Left Drop-Bar Seatpost Remote/Hydraulic Brake Lever without hose or caliper\", \"asin\": \"B07V21VP46\", \"price\": \"$257.99\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand\", \"asin\": \"B07RVX5HYQ\", \"price\": \"$148.05\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO Ultegra ST-R8170/BR-R8170 Di2 Shift/Brake Lever and Hydraulic Disc Caliper - 2x12-Speed, Flat Mount, Black (Left/Front)\", \"asin\": \"B09YFHNDH8\", \"price\": \"$364.26\", \"quantity\": \"\"},\n{\"title\": \"MICROSHIFT R10 SHIFT LEVER SET 2x10 SPEED SHIMANO COMPATIBLE\", \"asin\": \"B083WMFRDL\", \"price\": \"$139.73\", \"quantity\": \"\"},\n{\"title\": \"Shimano Tiagra ST-4720 10-Speed Right Shift/Brake Lever for Hydraulic Disc Brake\", \"asin\": \"B07YMT8878\", \"price\": \"$146.92\", \"quantity\": \"\"},\n{\"title\": \"Box One 85 or 108 Millimeters Oversized BMX V-Brakes with Sealed Bearing Pivots, Flexible Cable Noodle, Cold Forged Arms & 2 Millimeters Allen Key Tensions Bolt\", \"asin\": \"B00B90ELY6\", \"price\": \"$76.90\", \"quantity\": \"\"},\n{\"title\": \"Terske Titanium Brake & Shift Lever Mountain Bike Bolt Kit fits SRAM Matchmaker\", \"asin\": \"B0B61TZZXD\", \"price\": \"$17.97\", \"quantity\": \"\"},\n{\"title\": \"CNC MTB Hydraulic Disc Brake Set\\uff0cBike Disc Brake Sets Front and Rear Line Pulling Hydraulic Disc Brake\\uff0cRed/Purple. \\u2026\", \"asin\": \"B09MTBZLFZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Shimano GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Shimano Claris ST-R2000 Double Left STI Lever\", \"asin\": \"B06Y41JPS1\", \"price\": \"$61.99\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO 105 St-R7025 Hydraulic Sti Shifter and Disc Brake Caliper Black, Front/Left, Flat Mount\", \"asin\": \"B07YNM1YQT\", \"price\": \"$264.99\", \"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\": \"2025-04-11T22:32:25.395Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"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\": \"rx400\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.24\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07XRBL9QR\"},\n{\"title\": \"Shimano GRX BL-RX810 1 x 11-Speed Left Drop-Bar Hydraulic Brake Lever without hose or caliper\"},\n{\"price\": \"$171.00\"},\n{\"bullet_list\": \"Lever: BL-RX810-L Lever Adjustability: reach Actuation: [brake] hydraulic Caliper: not included Fluid: Shimano mineral\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Shimano GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Mountain Bike Pedals MTB Pedals Bicycle Flat Pedals Aluminum 9/16\\\" Sealed Bearing Lightweight Platform for Road Mountain BMX MTB Bike\", \"asin\": \"B08FFHW2PV\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Mountain Bike Pedals, Ultra Strong Colorful CNC Machined 9/16\\\" Cycling Sealed 3 Bea...\", \"asin\": \"B08G4WFYX7\", \"price\": \"$22.67\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO 105 St-R7025 Hydraulic Sti Shifter and Disc Brake Caliper Black, Front/Left, Flat Mount\", \"asin\": \"B07YNM1YQT\", \"price\": \"$264.99\", \"quantity\": \"\"},\n{\"title\": \"MTB Mountain Bike Pedals 3 Bearing Flat Platform Compatible with SPD,Dual Function ...\", \"asin\": \"B09577ZKZJ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS MTB Pedals Mountain Bike Pedals Lightweight Nylon Fiber Bicycle Platform Pedals for BMX MTB 9/16\\\"\", \"asin\": \"B07CWRQQGD\", \"price\": \"$21.15\", \"quantity\": \"\"},\n{\"title\": \"L-TWOO Road Bike Shift Lever 2 X 11 Speed 22 Speeds Road Bicycle Shifters with Brak...\", \"asin\": \"B0D41SH8Z5\", \"price\": \"$85.99\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO GRX ST-RX810 GRX Mechanical Shift Hydraulic STI Lever, 11-Speed, Right Hand\", \"asin\": \"B07RVVMK25\", \"price\": \"$208.99\", \"quantity\": \"\"},\n{\"title\": \"Shimano GRX RD-RX812 Rear Derailleur - 11-Speed, Long Cage, Black, With Clutch, For 1x\", \"asin\": \"B07VT2XG79\", \"price\": \"$98.35\", \"quantity\": \"\"},\n{\"title\": \"Shimano GRX ST-RX810-LA 1 x 11-Speed Left Drop-Bar Seatpost Remote/Hydraulic Brake Lever without hose or caliper\", \"asin\": \"B07V21VP46\", \"price\": \"$257.99\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand\", \"asin\": \"B07RVX5HYQ\", \"price\": \"$148.05\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO Ultegra ST-R8170/BR-R8170 Di2 Shift/Brake Lever and Hydraulic Disc Caliper - 2x12-Speed, Flat Mount, Black (Left/Front)\", \"asin\": \"B09YFHNDH8\", \"price\": \"$364.26\", \"quantity\": \"\"},\n{\"title\": \"MICROSHIFT R10 SHIFT LEVER SET 2x10 SPEED SHIMANO COMPATIBLE\", \"asin\": \"B083WMFRDL\", \"price\": \"$139.73\", \"quantity\": \"\"},\n{\"title\": \"Shimano Tiagra ST-4720 10-Speed Right Shift/Brake Lever for Hydraulic Disc Brake\", \"asin\": \"B07YMT8878\", \"price\": \"$146.92\", \"quantity\": \"\"},\n{\"title\": \"Box One 85 or 108 Millimeters Oversized BMX V-Brakes with Sealed Bearing Pivots, Flexible Cable Noodle, Cold Forged Arms & 2 Millimeters Allen Key Tensions Bolt\", \"asin\": \"B00B90ELY6\", \"price\": \"$76.90\", \"quantity\": \"\"},\n{\"title\": \"Terske Titanium Brake & Shift Lever Mountain Bike Bolt Kit fits SRAM Matchmaker\", \"asin\": \"B0B61TZZXD\", \"price\": \"$17.97\", \"quantity\": \"\"},\n{\"title\": \"CNC MTB Hydraulic Disc Brake Set\\uff0cBike Disc Brake Sets Front and Rear Line Pulling Hydraulic Disc Brake\\uff0cRed/Purple. \\u2026\", \"asin\": \"B09MTBZLFZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Shimano GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Shimano Claris ST-R2000 Double Left STI Lever\", \"asin\": \"B06Y41JPS1\", \"price\": \"$61.99\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO 105 St-R7025 Hydraulic Sti Shifter and Disc Brake Caliper Black, Front/Left, Flat Mount\", \"asin\": \"B07YNM1YQT\", \"price\": \"$264.99\", \"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\": \"2025-04-11T22:32:30.706Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-11T22:32:30.706Z
click
search
rule
train
32
2025-04-11T22:32:30.706Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-11T22:32:25.395Z", "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": "rx400"}], "cart_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.24", "quantity": "1"}], "product_details": [{"asin": "B07XRBL9QR"}, {"title": "Shimano GRX BL-RX810 1 x 11-Speed Left Drop-Bar Hydraulic Brake Lever without hose or caliper"}, {"price": "$171.00"}, {"bullet_list": "Lever: BL-RX810-L Lever Adjustability: reach Actuation: [brake] hydraulic Caliper: not included Fluid: Shimano mineral"}], "product_quantity": [{"quantity": "1"}], "promotion_items": [{"title": "Shimano GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black", "asin": "B07YMBRRBN", "price": "$159.99", "quantity": ""}, {"title": "ROCKBROS Mountain Bike Pedals MTB Pedals Bicycle Flat Pedals Aluminum 9/16\" Sealed Bearing Lightweight Platform for Road Mountain BMX MTB Bike", "asin": "B08FFHW2PV", "price": "$26.99", "quantity": ""}, {"title": "Mountain Bike Pedals, Ultra Strong Colorful CNC Machined 9/16\" Cycling Sealed 3 Bea...", "asin": "B08G4WFYX7", "price": "$22.67", "quantity": ""}, {"title": "SHIMANO 105 St-R7025 Hydraulic Sti Shifter and Disc Brake Caliper Black, Front/Left, Flat Mount", "asin": "B07YNM1YQT", "price": "$264.99", "quantity": ""}, {"title": "MTB Mountain Bike Pedals 3 Bearing Flat Platform Compatible with SPD,Dual Function ...", "asin": "B09577ZKZJ", "price": "$39.99", "quantity": ""}, {"title": "ROCKBROS MTB Pedals Mountain Bike Pedals Lightweight Nylon Fiber Bicycle Platform Pedals for BMX MTB 9/16\"", "asin": "B07CWRQQGD", "price": "$21.15", "quantity": ""}, {"title": "L-TWOO Road Bike Shift Lever 2 X 11 Speed 22 Speeds Road Bicycle Shifters with Brak...", "asin": "B0D41SH8Z5", "price": "$85.99", "quantity": ""}, {"title": "SHIMANO GRX ST-RX810 GRX Mechanical Shift Hydraulic STI Lever, 11-Speed, Right Hand", "asin": "B07RVVMK25", "price": "$208.99", "quantity": ""}, {"title": "Shimano GRX RD-RX812 Rear Derailleur - 11-Speed, Long Cage, Black, With Clutch, For 1x", "asin": "B07VT2XG79", "price": "$98.35", "quantity": ""}, {"title": "Shimano GRX ST-RX810-LA 1 x 11-Speed Left Drop-Bar Seatpost Remote/Hydraulic Brake Lever without hose or caliper", "asin": "B07V21VP46", "price": "$257.99", "quantity": ""}, {"title": "SHIMANO GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand", "asin": "B07RVX5HYQ", "price": "$148.05", "quantity": ""}, {"title": "SHIMANO Ultegra ST-R8170/BR-R8170 Di2 Shift/Brake Lever and Hydraulic Disc Caliper - 2x12-Speed, Flat Mount, Black (Left/Front)", "asin": "B09YFHNDH8", "price": "$364.26", "quantity": ""}, {"title": "MICROSHIFT R10 SHIFT LEVER SET 2x10 SPEED SHIMANO COMPATIBLE", "asin": "B083WMFRDL", "price": "$139.73", "quantity": ""}, {"title": "Shimano Tiagra ST-4720 10-Speed Right Shift/Brake Lever for Hydraulic Disc Brake", "asin": "B07YMT8878", "price": "$146.92", "quantity": ""}, {"title": "Box One 85 or 108 Millimeters Oversized BMX V-Brakes with Sealed Bearing Pivots, Flexible Cable Noodle, Cold Forged Arms & 2 Millimeters Allen Key Tensions Bolt", "asin": "B00B90ELY6", "price": "$76.90", "quantity": ""}, {"title": "Terske Titanium Brake & Shift Lever Mountain Bike Bolt Kit fits SRAM Matchmaker", "asin": "B0B61TZZXD", "price": "$17.97", "quantity": ""}, {"title": "CNC MTB Hydraulic Disc Brake Set\uff0cBike Disc Brake Sets Front and Rear Line Pulling Hydraulic Disc Brake\uff0cRed/Purple. \u2026", "asin": "B09MTBZLFZ", "price": "$25.99", "quantity": ""}, {"title": "Shimano GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black", "asin": "B07YMBRRBN", "price": "$159.99", "quantity": ""}, {"title": "Shimano Claris ST-R2000 Double Left STI Lever", "asin": "B06Y41JPS1", "price": "$61.99", "quantity": ""}, {"title": "SHIMANO 105 St-R7025 Hydraulic Sti Shifter and Disc Brake Caliper Black, Front/Left, Flat Mount", "asin": "B07YNM1YQT", "price": "$264.99", "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": "2025-04-11T22:32:30.706Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-11T22:32:30.706Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-11T22:32:30.706Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 32, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"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\": \"rx400\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.24\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07XRBL9QR\"},\n{\"title\": \"Shimano GRX BL-RX810 1 x 11-Speed Left Drop-Bar Hydraulic Brake Lever without hose or caliper\"},\n{\"price\": \"$171.00\"},\n{\"bullet_list\": \"Lever: BL-RX810-L Lever Adjustability: reach Actuation: [brake] hydraulic Caliper: not included Fluid: Shimano mineral\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Shimano GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS Mountain Bike Pedals MTB Pedals Bicycle Flat Pedals Aluminum 9/16\\\" Sealed Bearing Lightweight Platform for Road Mountain BMX MTB Bike\", \"asin\": \"B08FFHW2PV\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Mountain Bike Pedals, Ultra Strong Colorful CNC Machined 9/16\\\" Cycling Sealed 3 Bea...\", \"asin\": \"B08G4WFYX7\", \"price\": \"$22.67\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO 105 St-R7025 Hydraulic Sti Shifter and Disc Brake Caliper Black, Front/Left, Flat Mount\", \"asin\": \"B07YNM1YQT\", \"price\": \"$264.99\", \"quantity\": \"\"},\n{\"title\": \"MTB Mountain Bike Pedals 3 Bearing Flat Platform Compatible with SPD,Dual Function ...\", \"asin\": \"B09577ZKZJ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ROCKBROS MTB Pedals Mountain Bike Pedals Lightweight Nylon Fiber Bicycle Platform Pedals for BMX MTB 9/16\\\"\", \"asin\": \"B07CWRQQGD\", \"price\": \"$21.15\", \"quantity\": \"\"},\n{\"title\": \"L-TWOO Road Bike Shift Lever 2 X 11 Speed 22 Speeds Road Bicycle Shifters with Brak...\", \"asin\": \"B0D41SH8Z5\", \"price\": \"$85.99\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO GRX ST-RX810 GRX Mechanical Shift Hydraulic STI Lever, 11-Speed, Right Hand\", \"asin\": \"B07RVVMK25\", \"price\": \"$208.99\", \"quantity\": \"\"},\n{\"title\": \"Shimano GRX RD-RX812 Rear Derailleur - 11-Speed, Long Cage, Black, With Clutch, For 1x\", \"asin\": \"B07VT2XG79\", \"price\": \"$98.35\", \"quantity\": \"\"},\n{\"title\": \"Shimano GRX ST-RX810-LA 1 x 11-Speed Left Drop-Bar Seatpost Remote/Hydraulic Brake Lever without hose or caliper\", \"asin\": \"B07V21VP46\", \"price\": \"$257.99\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand\", \"asin\": \"B07RVX5HYQ\", \"price\": \"$148.05\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO Ultegra ST-R8170/BR-R8170 Di2 Shift/Brake Lever and Hydraulic Disc Caliper - 2x12-Speed, Flat Mount, Black (Left/Front)\", \"asin\": \"B09YFHNDH8\", \"price\": \"$364.26\", \"quantity\": \"\"},\n{\"title\": \"MICROSHIFT R10 SHIFT LEVER SET 2x10 SPEED SHIMANO COMPATIBLE\", \"asin\": \"B083WMFRDL\", \"price\": \"$139.73\", \"quantity\": \"\"},\n{\"title\": \"Shimano Tiagra ST-4720 10-Speed Right Shift/Brake Lever for Hydraulic Disc Brake\", \"asin\": \"B07YMT8878\", \"price\": \"$146.92\", \"quantity\": \"\"},\n{\"title\": \"Box One 85 or 108 Millimeters Oversized BMX V-Brakes with Sealed Bearing Pivots, Flexible Cable Noodle, Cold Forged Arms & 2 Millimeters Allen Key Tensions Bolt\", \"asin\": \"B00B90ELY6\", \"price\": \"$76.90\", \"quantity\": \"\"},\n{\"title\": \"Terske Titanium Brake & Shift Lever Mountain Bike Bolt Kit fits SRAM Matchmaker\", \"asin\": \"B0B61TZZXD\", \"price\": \"$17.97\", \"quantity\": \"\"},\n{\"title\": \"CNC MTB Hydraulic Disc Brake Set\\uff0cBike Disc Brake Sets Front and Rear Line Pulling Hydraulic Disc Brake\\uff0cRed/Purple. \\u2026\", \"asin\": \"B09MTBZLFZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Shimano GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$159.99\", \"quantity\": \"\"},\n{\"title\": \"Shimano Claris ST-R2000 Double Left STI Lever\", \"asin\": \"B06Y41JPS1\", \"price\": \"$61.99\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO 105 St-R7025 Hydraulic Sti Shifter and Disc Brake Caliper Black, Front/Left, Flat Mount\", \"asin\": \"B07YNM1YQT\", \"price\": \"$264.99\", \"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\": \"2025-04-11T22:32:30.706Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"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\": \"rx400\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.24\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Lift Supports Depot Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts\", \"asin\": \"B00X6J43WI\", \"price\": \"$40.06\", \"quantity\": \"\"},\n{\"title\": \"Key Fob Keyless Entry Remote fits RX330 RX350 RX400h (HYQ12BBT) 2004 2005 2006 2007 2008 2009\", \"asin\": \"B077FG6X54\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Keyless Entry Remote Control Replacement Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Key Fob Shell\", \"asin\": \"B07LGVT37R\", \"price\": \"$6.83\", \"quantity\": \"\"},\n{\"title\": \"Replacement Key Fob Case Shell fits for Lexus ES GS GX is LS LX RX SC ES300 ES330 GX470 LX470 IS300 IS330 RX300 RX330 RX350 RX400h Keyless Entry Key Fob Cover Housing (Pack 2)\", \"asin\": \"B07XL5LFH8\", \"price\": \"$8.09\", \"quantity\": \"\"},\n{\"title\": \"KeylessOption Key Fob Replacement for 2004 2005 2006 2007 2008 2009 Lexus RX330 RX350 RX400H Keyless Entry Remote Control, 3-Button HYQ12BBT - 2 Pack\", \"asin\": \"B079G48ZW4\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Replacement Key Fob Keyless Entry Remote Shell Case fit for Lexus GS300 GS400 GS430 GX470 IS300 LS400 LS430 LX470 RX300 RX330 RX350 RX400h RX450h SC430 Car Key Fob Cover Casing (Black)\", \"asin\": \"B08QF7CTXH\", \"price\": \"$6.16\", \"quantity\": \"\"},\n{\"title\": \"Key Fob Shell Case Replacement for Lexus ES GS GX is LS LX RX SC RX330 RX350 ES300 ES330 IS300 IS330 GX470 LX470 Key Fob Cover with Screwdriver (Black+Red)\", \"asin\": \"B0CKW3NY8B\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"Key Fob fits ES300 SC300 SC400 Keyless Entry Remote 1998 1999 2000 2001 (HYQ1512V, 89785-50031)\", \"asin\": \"B06Y2FP1N9\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Lift Supports Depot Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts\", \"asin\": \"B00X6J43WI\", \"price\": \"$40.06\", \"quantity\": \"\"},\n{\"title\": \"Keyless Entry Remote Control Replacement Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Key Fob Shell\", \"asin\": \"B07LGVT37R\", \"price\": \"$6.83\", \"quantity\": \"\"},\n{\"title\": \"Replacement Key Fob Cover Case fit for Leuxs ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Keyless Entry Key Fob Shell\", \"asin\": \"B085NSGBK8\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Key Fob Cover Case fit for Lexus ES GS GX is LS LX RX SC GX470 LX470 ES300 ES330 IS300 IS330 ls430 GS330 GS300 RX300 RX330 RX350 RX400h Keyless Entry Remote Key Fob Shell\", \"asin\": \"B07PS1BJT1\", \"price\": \"$6.29\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts\", \"asin\": \"B00X6J43WI\", \"price\": \"$40.06\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Key Fob Replacement for 2004 2005 2006 2007 2008 2009 Lexus RX330 RX350 RX400H Keyless Entry Remote Control, 3-Button HYQ12BBT - 2 Pack\", \"asin\": \"B079G48ZW4\", \"price\": \"$32.95\", \"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\": \"Key Fob Keyless Entry Remote fits 2004-2006 RX330 /2007-2009 RX350 / 2006-2008 RX400h (HYQ12BBT), Set of 2\", \"asin\": \"B077DXY9NY\", \"price\": \"$32.95\", \"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\": \"105 ST-R7020/GRX ST-RX400/BL-RX60 HANDGUARDS\", \"asin\": \"B07KQXXTTN\"},\n{\"title\": \"GRX RD-RX400 GRX 10-Speed Rear derailleur, Shadow+, for Double, Black\", \"asin\": \"B07RVXQWKV\", \"price\": \"$56.10\", \"delivery\": \"FREE delivery Wed, Apr 23 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"GRX RD-RX400 Rear Derailleur - 10-Speed, Long Cage, Black, With Clutch\", \"asin\": \"B07YMWDGDN\", \"price\": \"$59.95\", \"delivery\": \"FREE delivery Apr 18 - 22\"},\n{\"title\": \"GRX FD-RX400-F 2x10 Speed Braze-On Front Derailleur, 46t Max Chainring\", \"asin\": \"B07YMLQV4C\", \"price\": \"$43.51\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"BR-RX400 GRX BRAKE FLAT MOUNT W/ADAPTER FOR 140/160MM ROTOR W/L03A RESIN PAD (W/FIN)\", \"asin\": \"B07VP2XG51\", \"price\": \"$63.88\", \"delivery\": \"FREE delivery Apr 21 - 25 Or fastest delivery Apr 19 - 23\"},\n{\"title\": \"Rear Brake Caliper Shim. Plumber. GRX BR-RX400\", \"asin\": \"B07RNL3SNC\", \"price\": \"$58.93\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$158.92\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon.\"},\n{\"title\": \"2 Pairs Bike Ceramic Brake Pads Compatible with Shimano XTR-M9100 Dura Ace R9170 GRX RX400 BR RS305 405 505 805 Tektro HD-R310/R510 TRP-Hylex Flat Mount\", \"asin\": \"B0CJ2KWS19\", \"price\": \"$11.69\", \"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\": \"Disc Road Bike Brake Pads for Shimano XTR-M9100 RX400/810 Tektro HD-R310 510 TRP-Hylex\", \"asin\": \"B08M8YZ7GT\", \"price\": \"$22.98\", \"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\": \"Replacement Keyless Entry Remote Case Cover fits Lexus ES300 ES330 GS300 GS400 GS430 GX470 IS300 is330 LS400 LS430 LX470 RX300 RX330 RX350 RX400h RX450h2 SC430 Key Fob Shell (Black)\", \"asin\": \"B0CLK63LSM\", \"price\": \"$5.99\", \"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\": \"Replacement Keyless Entry Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 GS300 GS400 GS430 GX470 LS400 LS430 LX470 RX300 RX330 IS330 RX350 RX400h SC430 Key Fob Shell\", \"asin\": \"B083NBVBKC\", \"price\": \"$8.89\", \"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 Only 17 left in stock - order soon.\"},\n{\"title\": \"Key Fob Replacement for 2004 2005 2006 2007 2008 2009 2010 Lexus ES330 RX330 RX400h RX350 RX450h Remote, 3-Button HYQ12BBT, Locksmith Required\", \"asin\": \"B084HLCNZQ\", \"price\": \"$23.95\", \"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\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand\", \"asin\": \"B07RVX5HYQ\", \"price\": \"$148.05\", \"delivery\": \"FREE delivery Sat, Apr 26 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"GRX ST-RX600 11-Speed Right Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1700mm Hose\", \"asin\": \"B07VRZQY8K\", \"price\": \"$223.19\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"RX400 Brake Caliper 140/160 Flat MOUN Cycling Accessories Adult Unisex Multicolour (Multicolour), One Size\", \"asin\": \"B07RSRGM23\", \"price\": \"$64.00\", \"delivery\": \"FREE delivery Apr 28 - May 13 Only 1 left in stock - order soon.\"},\n{\"title\": \"GRX ST-RX600 2x11-Speed Left Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1000mm Hose\", \"asin\": \"B07VMRWBJ6\", \"price\": \"$218.35\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 2-Speed, Left Hand, Black\", \"asin\": \"B07RSRGM3B\", \"price\": \"$124.45\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Left, 2x10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07X74XGNV\", \"price\": \"$212.17\", \"delivery\": \"FREE delivery Apr 17 - 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"GRX FD-RX400 GRX Front mech, 10-Speed Double, Down Pull, braze-on Black,11-Speed Braze-on,IFDRX400F\", \"asin\": \"B07RPMS4X3\", \"price\": \"$41.75\", \"delivery\": \"FREE delivery Apr 28 - May 13\"},\n{\"title\": \"Dual Control Lever ST-RX400 with GRX RX400 2X10 Speed Groupset Including RD-RX400 Front Derailleur FD-RX400 and BR-RX400 Brake Components\", \"asin\": \"B0F31R85QX\", \"price\": \"$590.24\", \"delivery\": \"FREE delivery Apr 25 - May 7\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Right, 10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07WZW538N\", \"price\": \"$199.95\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"Road Bike Bicycle Brake Lever Oil Diaphragm Set For ST-R9120 R8020 R7020 RX810 RX600 RX400 - High Quality ABS Material - 2PCS Left And Right\", \"asin\": \"B0DL5L8YWB\", \"price\": \"$19.99\", \"delivery\": \"$4 delivery Apr 23 - May 2\"},\n{\"title\": \"GRX ST-RX400 GRX 10-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front\", \"asin\": \"B08HL7Y6HW\", \"price\": \"$225.10\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"ST-RX600 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear\", \"asin\": \"B08HL46QX5\", \"price\": \"$266.11\", \"delivery\": \"FREE delivery Tue, Apr 22 Or fastest delivery Fri, Apr 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"GRX RD-RX400 GRX Tension and Guide Pulley Set\", \"asin\": \"B07TXZ73W9\", \"price\": \"$12.91\", \"delivery\": \"FREE delivery Oct 13 - 24, 2025 Or fastest delivery Oct 12 - 22, 2025\"},\n{\"title\": \"GRX ST-RX400 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear\", \"asin\": \"B08HL2MD78\", \"price\": \"$221.17\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Bike Brake Lever Oil Diaphragm,Left/Right, ABS Road Bike ST-R9120 R8020 R7020 RX810 RX600 RX400 Read Components(Right)\", \"asin\": \"B0D52RF4V6\", \"price\": \"$16.37\", \"delivery\": \"$2.98 delivery Apr 22 - May 1\"},\n{\"title\": \"Rekon - Dual Compound - 29 - EXO - E25 Rating, Tubeless | Semi-Slick XC Race Tire\", \"asin\": \"B082BPC99W\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Key Fob Shell Case Replacement for Lexus ES GS GX is LS LX RX SC RX330 RX350 ES300 ES330 IS300 IS330 GX470 LX470 Key Fob Cover with Screwdriver (Black+Blue)\", \"asin\": \"B0CKW3SHDK\", \"price\": \"$8.95\", \"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\": \"Replacement Key Fob Case Shell fits for Lexus ES GS GX is LS LX RX SC ES300 ES330 GX470 LX470 IS300 IS330 RX300 RX330 RX350 RX400h Keyless Entry Key Fob Cover Housing (Pack 2)\", \"asin\": \"B07XL5LFH8\", \"price\": \"$8.09\", \"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\": \"2025-04-11T22:32:42.448Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-11T22:32:42.448Z
input
shimano rx400
rule
train
33
2025-04-11T22:32:42.448Z
input
shimano rx400
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "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": "rx400"}], "cart_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.24", "quantity": "1"}], "promotion_items": [{"title": "Lift Supports Depot Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts", "asin": "B00X6J43WI", "price": "$40.06", "quantity": ""}, {"title": "Key Fob Keyless Entry Remote fits RX330 RX350 RX400h (HYQ12BBT) 2004 2005 2006 2007 2008 2009", "asin": "B077FG6X54", "price": "$23.95", "quantity": ""}, {"title": "Keyless Entry Remote Control Replacement Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Key Fob Shell", "asin": "B07LGVT37R", "price": "$6.83", "quantity": ""}, {"title": "Replacement Key Fob Case Shell fits for Lexus ES GS GX is LS LX RX SC ES300 ES330 GX470 LX470 IS300 IS330 RX300 RX330 RX350 RX400h Keyless Entry Key Fob Cover Housing (Pack 2)", "asin": "B07XL5LFH8", "price": "$8.09", "quantity": ""}, {"title": "KeylessOption Key Fob Replacement for 2004 2005 2006 2007 2008 2009 Lexus RX330 RX350 RX400H Keyless Entry Remote Control, 3-Button HYQ12BBT - 2 Pack", "asin": "B079G48ZW4", "price": "$32.95", "quantity": ""}, {"title": "Upgraded Replacement Key Fob Keyless Entry Remote Shell Case fit for Lexus GS300 GS400 GS430 GX470 IS300 LS400 LS430 LX470 RX300 RX330 RX350 RX400h RX450h SC430 Car Key Fob Cover Casing (Black)", "asin": "B08QF7CTXH", "price": "$6.16", "quantity": ""}, {"title": "Key Fob Shell Case Replacement for Lexus ES GS GX is LS LX RX SC RX330 RX350 ES300 ES330 IS300 IS330 GX470 LX470 Key Fob Cover with Screwdriver (Black+Red)", "asin": "B0CKW3NY8B", "price": "$8.95", "quantity": ""}, {"title": "Key Fob fits ES300 SC300 SC400 Keyless Entry Remote 1998 1999 2000 2001 (HYQ1512V, 89785-50031)", "asin": "B06Y2FP1N9", "price": "$23.95", "quantity": ""}, {"title": "Lift Supports Depot Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts", "asin": "B00X6J43WI", "price": "$40.06", "quantity": ""}, {"title": "Keyless Entry Remote Control Replacement Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Key Fob Shell", "asin": "B07LGVT37R", "price": "$6.83", "quantity": ""}, {"title": "Replacement Key Fob Cover Case fit for Leuxs ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Keyless Entry Key Fob Shell", "asin": "B085NSGBK8", "price": "$6.99", "quantity": ""}, {"title": "Replacement Key Fob Cover Case fit for Lexus ES GS GX is LS LX RX SC GX470 LX470 ES300 ES330 IS300 IS330 ls430 GS330 GS300 RX300 RX330 RX350 RX400h Keyless Entry Remote Key Fob Shell", "asin": "B07PS1BJT1", "price": "$6.29", "quantity": ""}], "search_results": [{"title": "Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts", "asin": "B00X6J43WI", "price": "$40.06", "delivery": "FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15"}, {"title": "Key Fob Replacement for 2004 2005 2006 2007 2008 2009 Lexus RX330 RX350 RX400H Keyless Entry Remote Control, 3-Button HYQ12BBT - 2 Pack", "asin": "B079G48ZW4", "price": "$32.95", "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": "Key Fob Keyless Entry Remote fits 2004-2006 RX330 /2007-2009 RX350 / 2006-2008 RX400h (HYQ12BBT), Set of 2", "asin": "B077DXY9NY", "price": "$32.95", "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": "105 ST-R7020/GRX ST-RX400/BL-RX60 HANDGUARDS", "asin": "B07KQXXTTN"}, {"title": "GRX RD-RX400 GRX 10-Speed Rear derailleur, Shadow+, for Double, Black", "asin": "B07RVXQWKV", "price": "$56.10", "delivery": "FREE delivery Wed, Apr 23 Or fastest delivery Fri, Apr 18"}, {"title": "GRX RD-RX400 Rear Derailleur - 10-Speed, Long Cage, Black, With Clutch", "asin": "B07YMWDGDN", "price": "$59.95", "delivery": "FREE delivery Apr 18 - 22"}, {"title": "GRX FD-RX400-F 2x10 Speed Braze-On Front Derailleur, 46t Max Chainring", "asin": "B07YMLQV4C", "price": "$43.51", "delivery": "FREE delivery Apr 16 - 18"}, {"title": "BR-RX400 GRX BRAKE FLAT MOUNT W/ADAPTER FOR 140/160MM ROTOR W/L03A RESIN PAD (W/FIN)", "asin": "B07VP2XG51", "price": "$63.88", "delivery": "FREE delivery Apr 21 - 25 Or fastest delivery Apr 19 - 23"}, {"title": "Rear Brake Caliper Shim. Plumber. GRX BR-RX400", "asin": "B07RNL3SNC", "price": "$58.93", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16"}, {"title": "GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black", "asin": "B07YMBRRBN", "price": "$158.92", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon."}, {"title": "2 Pairs Bike Ceramic Brake Pads Compatible with Shimano XTR-M9100 Dura Ace R9170 GRX RX400 BR RS305 405 505 805 Tektro HD-R310/R510 TRP-Hylex Flat Mount", "asin": "B0CJ2KWS19", "price": "$11.69", "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": "Disc Road Bike Brake Pads for Shimano XTR-M9100 RX400/810 Tektro HD-R310 510 TRP-Hylex", "asin": "B08M8YZ7GT", "price": "$22.98", "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": "Replacement Keyless Entry Remote Case Cover fits Lexus ES300 ES330 GS300 GS400 GS430 GX470 IS300 is330 LS400 LS430 LX470 RX300 RX330 RX350 RX400h RX450h2 SC430 Key Fob Shell (Black)", "asin": "B0CLK63LSM", "price": "$5.99", "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": "Replacement Keyless Entry Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 GS300 GS400 GS430 GX470 LS400 LS430 LX470 RX300 RX330 IS330 RX350 RX400h SC430 Key Fob Shell", "asin": "B083NBVBKC", "price": "$8.89", "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 Only 17 left in stock - order soon."}, {"title": "Key Fob Replacement for 2004 2005 2006 2007 2008 2009 2010 Lexus ES330 RX330 RX400h RX350 RX450h Remote, 3-Button HYQ12BBT, Locksmith Required", "asin": "B084HLCNZQ", "price": "$23.95", "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": "GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand", "asin": "B07RVX5HYQ", "price": "$148.05", "delivery": "FREE delivery Sat, Apr 26 Or fastest delivery Fri, Apr 18"}, {"title": "GRX ST-RX600 11-Speed Right Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1700mm Hose", "asin": "B07VRZQY8K", "price": "$223.19", "delivery": "FREE delivery Apr 15 - 17"}, {"title": "RX400 Brake Caliper 140/160 Flat MOUN Cycling Accessories Adult Unisex Multicolour (Multicolour), One Size", "asin": "B07RSRGM23", "price": "$64.00", "delivery": "FREE delivery Apr 28 - May 13 Only 1 left in stock - order soon."}, {"title": "GRX ST-RX600 2x11-Speed Left Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1000mm Hose", "asin": "B07VMRWBJ6", "price": "$218.35", "delivery": "FREE delivery Apr 15 - 17"}, {"title": "GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 2-Speed, Left Hand, Black", "asin": "B07RSRGM3B", "price": "$124.45", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Left, 2x10-Speed, Flat Mount, Finned Resin Pads, Black", "asin": "B07X74XGNV", "price": "$212.17", "delivery": "FREE delivery Apr 17 - 21 Only 4 left in stock - order soon."}, {"title": "GRX FD-RX400 GRX Front mech, 10-Speed Double, Down Pull, braze-on Black,11-Speed Braze-on,IFDRX400F", "asin": "B07RPMS4X3", "price": "$41.75", "delivery": "FREE delivery Apr 28 - May 13"}, {"title": "Dual Control Lever ST-RX400 with GRX RX400 2X10 Speed Groupset Including RD-RX400 Front Derailleur FD-RX400 and BR-RX400 Brake Components", "asin": "B0F31R85QX", "price": "$590.24", "delivery": "FREE delivery Apr 25 - May 7"}, {"title": "GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Right, 10-Speed, Flat Mount, Finned Resin Pads, Black", "asin": "B07WZW538N", "price": "$199.95", "delivery": "FREE delivery Apr 16 - 18 Only 1 left in stock - order soon."}, {"title": "Road Bike Bicycle Brake Lever Oil Diaphragm Set For ST-R9120 R8020 R7020 RX810 RX600 RX400 - High Quality ABS Material - 2PCS Left And Right", "asin": "B0DL5L8YWB", "price": "$19.99", "delivery": "$4 delivery Apr 23 - May 2"}, {"title": "GRX ST-RX400 GRX 10-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front", "asin": "B08HL7Y6HW", "price": "$225.10", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "ST-RX600 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear", "asin": "B08HL46QX5", "price": "$266.11", "delivery": "FREE delivery Tue, Apr 22 Or fastest delivery Fri, Apr 18 Only 1 left in stock - order soon."}, {"title": "GRX RD-RX400 GRX Tension and Guide Pulley Set", "asin": "B07TXZ73W9", "price": "$12.91", "delivery": "FREE delivery Oct 13 - 24, 2025 Or fastest delivery Oct 12 - 22, 2025"}, {"title": "GRX ST-RX400 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear", "asin": "B08HL2MD78", "price": "$221.17", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "Bike Brake Lever Oil Diaphragm,Left/Right, ABS Road Bike ST-R9120 R8020 R7020 RX810 RX600 RX400 Read Components(Right)", "asin": "B0D52RF4V6", "price": "$16.37", "delivery": "$2.98 delivery Apr 22 - May 1"}, {"title": "Rekon - Dual Compound - 29 - EXO - E25 Rating, Tubeless | Semi-Slick XC Race Tire", "asin": "B082BPC99W", "price": "$70.00", "delivery": "FREE delivery Tue, Apr 15"}, {"title": "Key Fob Shell Case Replacement for Lexus ES GS GX is LS LX RX SC RX330 RX350 ES300 ES330 IS300 IS330 GX470 LX470 Key Fob Cover with Screwdriver (Black+Blue)", "asin": "B0CKW3SHDK", "price": "$8.95", "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": "Replacement Key Fob Case Shell fits for Lexus ES GS GX is LS LX RX SC ES300 ES330 GX470 LX470 IS300 IS330 RX300 RX330 RX350 RX400h Keyless Entry Key Fob Cover Housing (Pack 2)", "asin": "B07XL5LFH8", "price": "$8.09", "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": "2025-04-11T22:32:42.448Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-11T22:32:42.448Z\",\"action\": \"input\",\"acion_argument\": \"shimano rx400\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-11T22:32:42.448Z\",\"action\": \"input\",\"acion_argument\": \"shimano rx400\",}</answer>", "index": 33, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"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\": \"rx400\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.24\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Lift Supports Depot Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts\", \"asin\": \"B00X6J43WI\", \"price\": \"$40.06\", \"quantity\": \"\"},\n{\"title\": \"Key Fob Keyless Entry Remote fits RX330 RX350 RX400h (HYQ12BBT) 2004 2005 2006 2007 2008 2009\", \"asin\": \"B077FG6X54\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Keyless Entry Remote Control Replacement Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Key Fob Shell\", \"asin\": \"B07LGVT37R\", \"price\": \"$6.83\", \"quantity\": \"\"},\n{\"title\": \"Replacement Key Fob Case Shell fits for Lexus ES GS GX is LS LX RX SC ES300 ES330 GX470 LX470 IS300 IS330 RX300 RX330 RX350 RX400h Keyless Entry Key Fob Cover Housing (Pack 2)\", \"asin\": \"B07XL5LFH8\", \"price\": \"$8.09\", \"quantity\": \"\"},\n{\"title\": \"KeylessOption Key Fob Replacement for 2004 2005 2006 2007 2008 2009 Lexus RX330 RX350 RX400H Keyless Entry Remote Control, 3-Button HYQ12BBT - 2 Pack\", \"asin\": \"B079G48ZW4\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Replacement Key Fob Keyless Entry Remote Shell Case fit for Lexus GS300 GS400 GS430 GX470 IS300 LS400 LS430 LX470 RX300 RX330 RX350 RX400h RX450h SC430 Car Key Fob Cover Casing (Black)\", \"asin\": \"B08QF7CTXH\", \"price\": \"$6.16\", \"quantity\": \"\"},\n{\"title\": \"Key Fob Shell Case Replacement for Lexus ES GS GX is LS LX RX SC RX330 RX350 ES300 ES330 IS300 IS330 GX470 LX470 Key Fob Cover with Screwdriver (Black+Red)\", \"asin\": \"B0CKW3NY8B\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"Key Fob fits ES300 SC300 SC400 Keyless Entry Remote 1998 1999 2000 2001 (HYQ1512V, 89785-50031)\", \"asin\": \"B06Y2FP1N9\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Lift Supports Depot Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts\", \"asin\": \"B00X6J43WI\", \"price\": \"$40.06\", \"quantity\": \"\"},\n{\"title\": \"Keyless Entry Remote Control Replacement Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Key Fob Shell\", \"asin\": \"B07LGVT37R\", \"price\": \"$6.83\", \"quantity\": \"\"},\n{\"title\": \"Replacement Key Fob Cover Case fit for Leuxs ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Keyless Entry Key Fob Shell\", \"asin\": \"B085NSGBK8\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Key Fob Cover Case fit for Lexus ES GS GX is LS LX RX SC GX470 LX470 ES300 ES330 IS300 IS330 ls430 GS330 GS300 RX300 RX330 RX350 RX400h Keyless Entry Remote Key Fob Shell\", \"asin\": \"B07PS1BJT1\", \"price\": \"$6.29\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts\", \"asin\": \"B00X6J43WI\", \"price\": \"$40.06\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Key Fob Replacement for 2004 2005 2006 2007 2008 2009 Lexus RX330 RX350 RX400H Keyless Entry Remote Control, 3-Button HYQ12BBT - 2 Pack\", \"asin\": \"B079G48ZW4\", \"price\": \"$32.95\", \"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\": \"Key Fob Keyless Entry Remote fits 2004-2006 RX330 /2007-2009 RX350 / 2006-2008 RX400h (HYQ12BBT), Set of 2\", \"asin\": \"B077DXY9NY\", \"price\": \"$32.95\", \"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\": \"105 ST-R7020/GRX ST-RX400/BL-RX60 HANDGUARDS\", \"asin\": \"B07KQXXTTN\"},\n{\"title\": \"GRX RD-RX400 GRX 10-Speed Rear derailleur, Shadow+, for Double, Black\", \"asin\": \"B07RVXQWKV\", \"price\": \"$56.10\", \"delivery\": \"FREE delivery Wed, Apr 23 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"GRX RD-RX400 Rear Derailleur - 10-Speed, Long Cage, Black, With Clutch\", \"asin\": \"B07YMWDGDN\", \"price\": \"$59.95\", \"delivery\": \"FREE delivery Apr 18 - 22\"},\n{\"title\": \"GRX FD-RX400-F 2x10 Speed Braze-On Front Derailleur, 46t Max Chainring\", \"asin\": \"B07YMLQV4C\", \"price\": \"$43.51\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"BR-RX400 GRX BRAKE FLAT MOUNT W/ADAPTER FOR 140/160MM ROTOR W/L03A RESIN PAD (W/FIN)\", \"asin\": \"B07VP2XG51\", \"price\": \"$63.88\", \"delivery\": \"FREE delivery Apr 21 - 25 Or fastest delivery Apr 19 - 23\"},\n{\"title\": \"Rear Brake Caliper Shim. Plumber. GRX BR-RX400\", \"asin\": \"B07RNL3SNC\", \"price\": \"$58.93\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$158.92\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon.\"},\n{\"title\": \"2 Pairs Bike Ceramic Brake Pads Compatible with Shimano XTR-M9100 Dura Ace R9170 GRX RX400 BR RS305 405 505 805 Tektro HD-R310/R510 TRP-Hylex Flat Mount\", \"asin\": \"B0CJ2KWS19\", \"price\": \"$11.69\", \"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\": \"Disc Road Bike Brake Pads for Shimano XTR-M9100 RX400/810 Tektro HD-R310 510 TRP-Hylex\", \"asin\": \"B08M8YZ7GT\", \"price\": \"$22.98\", \"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\": \"Replacement Keyless Entry Remote Case Cover fits Lexus ES300 ES330 GS300 GS400 GS430 GX470 IS300 is330 LS400 LS430 LX470 RX300 RX330 RX350 RX400h RX450h2 SC430 Key Fob Shell (Black)\", \"asin\": \"B0CLK63LSM\", \"price\": \"$5.99\", \"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\": \"Replacement Keyless Entry Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 GS300 GS400 GS430 GX470 LS400 LS430 LX470 RX300 RX330 IS330 RX350 RX400h SC430 Key Fob Shell\", \"asin\": \"B083NBVBKC\", \"price\": \"$8.89\", \"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 Only 17 left in stock - order soon.\"},\n{\"title\": \"Key Fob Replacement for 2004 2005 2006 2007 2008 2009 2010 Lexus ES330 RX330 RX400h RX350 RX450h Remote, 3-Button HYQ12BBT, Locksmith Required\", \"asin\": \"B084HLCNZQ\", \"price\": \"$23.95\", \"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\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand\", \"asin\": \"B07RVX5HYQ\", \"price\": \"$148.05\", \"delivery\": \"FREE delivery Sat, Apr 26 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"GRX ST-RX600 11-Speed Right Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1700mm Hose\", \"asin\": \"B07VRZQY8K\", \"price\": \"$223.19\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"RX400 Brake Caliper 140/160 Flat MOUN Cycling Accessories Adult Unisex Multicolour (Multicolour), One Size\", \"asin\": \"B07RSRGM23\", \"price\": \"$64.00\", \"delivery\": \"FREE delivery Apr 28 - May 13 Only 1 left in stock - order soon.\"},\n{\"title\": \"GRX ST-RX600 2x11-Speed Left Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1000mm Hose\", \"asin\": \"B07VMRWBJ6\", \"price\": \"$218.35\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 2-Speed, Left Hand, Black\", \"asin\": \"B07RSRGM3B\", \"price\": \"$124.45\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Left, 2x10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07X74XGNV\", \"price\": \"$212.17\", \"delivery\": \"FREE delivery Apr 17 - 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"GRX FD-RX400 GRX Front mech, 10-Speed Double, Down Pull, braze-on Black,11-Speed Braze-on,IFDRX400F\", \"asin\": \"B07RPMS4X3\", \"price\": \"$41.75\", \"delivery\": \"FREE delivery Apr 28 - May 13\"},\n{\"title\": \"Dual Control Lever ST-RX400 with GRX RX400 2X10 Speed Groupset Including RD-RX400 Front Derailleur FD-RX400 and BR-RX400 Brake Components\", \"asin\": \"B0F31R85QX\", \"price\": \"$590.24\", \"delivery\": \"FREE delivery Apr 25 - May 7\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Right, 10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07WZW538N\", \"price\": \"$199.95\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"Road Bike Bicycle Brake Lever Oil Diaphragm Set For ST-R9120 R8020 R7020 RX810 RX600 RX400 - High Quality ABS Material - 2PCS Left And Right\", \"asin\": \"B0DL5L8YWB\", \"price\": \"$19.99\", \"delivery\": \"$4 delivery Apr 23 - May 2\"},\n{\"title\": \"GRX ST-RX400 GRX 10-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front\", \"asin\": \"B08HL7Y6HW\", \"price\": \"$225.10\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"ST-RX600 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear\", \"asin\": \"B08HL46QX5\", \"price\": \"$266.11\", \"delivery\": \"FREE delivery Tue, Apr 22 Or fastest delivery Fri, Apr 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"GRX RD-RX400 GRX Tension and Guide Pulley Set\", \"asin\": \"B07TXZ73W9\", \"price\": \"$12.91\", \"delivery\": \"FREE delivery Oct 13 - 24, 2025 Or fastest delivery Oct 12 - 22, 2025\"},\n{\"title\": \"GRX ST-RX400 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear\", \"asin\": \"B08HL2MD78\", \"price\": \"$221.17\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Bike Brake Lever Oil Diaphragm,Left/Right, ABS Road Bike ST-R9120 R8020 R7020 RX810 RX600 RX400 Read Components(Right)\", \"asin\": \"B0D52RF4V6\", \"price\": \"$16.37\", \"delivery\": \"$2.98 delivery Apr 22 - May 1\"},\n{\"title\": \"Rekon - Dual Compound - 29 - EXO - E25 Rating, Tubeless | Semi-Slick XC Race Tire\", \"asin\": \"B082BPC99W\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Key Fob Shell Case Replacement for Lexus ES GS GX is LS LX RX SC RX330 RX350 ES300 ES330 IS300 IS330 GX470 LX470 Key Fob Cover with Screwdriver (Black+Blue)\", \"asin\": \"B0CKW3SHDK\", \"price\": \"$8.95\", \"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\": \"Replacement Key Fob Case Shell fits for Lexus ES GS GX is LS LX RX SC ES300 ES330 GX470 LX470 IS300 IS330 RX300 RX330 RX350 RX400h Keyless Entry Key Fob Cover Housing (Pack 2)\", \"asin\": \"B07XL5LFH8\", \"price\": \"$8.09\", \"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\": \"2025-04-11T22:32:42.448Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shimano rx400\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.24\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Lift Supports Depot Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts\", \"asin\": \"B00X6J43WI\", \"price\": \"$40.06\", \"quantity\": \"\"},\n{\"title\": \"Key Fob Keyless Entry Remote fits RX330 RX350 RX400h (HYQ12BBT) 2004 2005 2006 2007 2008 2009\", \"asin\": \"B077FG6X54\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Keyless Entry Remote Control Replacement Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Key Fob Shell\", \"asin\": \"B07LGVT37R\", \"price\": \"$6.83\", \"quantity\": \"\"},\n{\"title\": \"Replacement Key Fob Case Shell fits for Lexus ES GS GX is LS LX RX SC ES300 ES330 GX470 LX470 IS300 IS330 RX300 RX330 RX350 RX400h Keyless Entry Key Fob Cover Housing (Pack 2)\", \"asin\": \"B07XL5LFH8\", \"price\": \"$8.09\", \"quantity\": \"\"},\n{\"title\": \"KeylessOption Key Fob Replacement for 2004 2005 2006 2007 2008 2009 Lexus RX330 RX350 RX400H Keyless Entry Remote Control, 3-Button HYQ12BBT - 2 Pack\", \"asin\": \"B079G48ZW4\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Replacement Key Fob Keyless Entry Remote Shell Case fit for Lexus GS300 GS400 GS430 GX470 IS300 LS400 LS430 LX470 RX300 RX330 RX350 RX400h RX450h SC430 Car Key Fob Cover Casing (Black)\", \"asin\": \"B08QF7CTXH\", \"price\": \"$6.16\", \"quantity\": \"\"},\n{\"title\": \"Key Fob Shell Case Replacement for Lexus ES GS GX is LS LX RX SC RX330 RX350 ES300 ES330 IS300 IS330 GX470 LX470 Key Fob Cover with Screwdriver (Black+Red)\", \"asin\": \"B0CKW3NY8B\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"Key Fob fits ES300 SC300 SC400 Keyless Entry Remote 1998 1999 2000 2001 (HYQ1512V, 89785-50031)\", \"asin\": \"B06Y2FP1N9\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Lift Supports Depot Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts\", \"asin\": \"B00X6J43WI\", \"price\": \"$40.06\", \"quantity\": \"\"},\n{\"title\": \"Keyless Entry Remote Control Replacement Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Key Fob Shell\", \"asin\": \"B07LGVT37R\", \"price\": \"$6.83\", \"quantity\": \"\"},\n{\"title\": \"Replacement Key Fob Cover Case fit for Leuxs ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Keyless Entry Key Fob Shell\", \"asin\": \"B085NSGBK8\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Key Fob Cover Case fit for Lexus ES GS GX is LS LX RX SC GX470 LX470 ES300 ES330 IS300 IS330 ls430 GS330 GS300 RX300 RX330 RX350 RX400h Keyless Entry Remote Key Fob Shell\", \"asin\": \"B07PS1BJT1\", \"price\": \"$6.29\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts\", \"asin\": \"B00X6J43WI\", \"price\": \"$40.06\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Key Fob Replacement for 2004 2005 2006 2007 2008 2009 Lexus RX330 RX350 RX400H Keyless Entry Remote Control, 3-Button HYQ12BBT - 2 Pack\", \"asin\": \"B079G48ZW4\", \"price\": \"$32.95\", \"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\": \"Key Fob Keyless Entry Remote fits 2004-2006 RX330 /2007-2009 RX350 / 2006-2008 RX400h (HYQ12BBT), Set of 2\", \"asin\": \"B077DXY9NY\", \"price\": \"$32.95\", \"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\": \"105 ST-R7020/GRX ST-RX400/BL-RX60 HANDGUARDS\", \"asin\": \"B07KQXXTTN\"},\n{\"title\": \"GRX RD-RX400 GRX 10-Speed Rear derailleur, Shadow+, for Double, Black\", \"asin\": \"B07RVXQWKV\", \"price\": \"$56.10\", \"delivery\": \"FREE delivery Wed, Apr 23 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"GRX RD-RX400 Rear Derailleur - 10-Speed, Long Cage, Black, With Clutch\", \"asin\": \"B07YMWDGDN\", \"price\": \"$59.95\", \"delivery\": \"FREE delivery Apr 18 - 22\"},\n{\"title\": \"GRX FD-RX400-F 2x10 Speed Braze-On Front Derailleur, 46t Max Chainring\", \"asin\": \"B07YMLQV4C\", \"price\": \"$43.51\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"BR-RX400 GRX BRAKE FLAT MOUNT W/ADAPTER FOR 140/160MM ROTOR W/L03A RESIN PAD (W/FIN)\", \"asin\": \"B07VP2XG51\", \"price\": \"$63.88\", \"delivery\": \"FREE delivery Apr 21 - 25 Or fastest delivery Apr 19 - 23\"},\n{\"title\": \"Rear Brake Caliper Shim. Plumber. GRX BR-RX400\", \"asin\": \"B07RNL3SNC\", \"price\": \"$58.93\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$158.92\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon.\"},\n{\"title\": \"2 Pairs Bike Ceramic Brake Pads Compatible with Shimano XTR-M9100 Dura Ace R9170 GRX RX400 BR RS305 405 505 805 Tektro HD-R310/R510 TRP-Hylex Flat Mount\", \"asin\": \"B0CJ2KWS19\", \"price\": \"$11.69\", \"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\": \"Disc Road Bike Brake Pads for Shimano XTR-M9100 RX400/810 Tektro HD-R310 510 TRP-Hylex\", \"asin\": \"B08M8YZ7GT\", \"price\": \"$22.98\", \"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\": \"Replacement Keyless Entry Remote Case Cover fits Lexus ES300 ES330 GS300 GS400 GS430 GX470 IS300 is330 LS400 LS430 LX470 RX300 RX330 RX350 RX400h RX450h2 SC430 Key Fob Shell (Black)\", \"asin\": \"B0CLK63LSM\", \"price\": \"$5.99\", \"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\": \"Replacement Keyless Entry Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 GS300 GS400 GS430 GX470 LS400 LS430 LX470 RX300 RX330 IS330 RX350 RX400h SC430 Key Fob Shell\", \"asin\": \"B083NBVBKC\", \"price\": \"$8.89\", \"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 Only 17 left in stock - order soon.\"},\n{\"title\": \"Key Fob Replacement for 2004 2005 2006 2007 2008 2009 2010 Lexus ES330 RX330 RX400h RX350 RX450h Remote, 3-Button HYQ12BBT, Locksmith Required\", \"asin\": \"B084HLCNZQ\", \"price\": \"$23.95\", \"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\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand\", \"asin\": \"B07RVX5HYQ\", \"price\": \"$148.05\", \"delivery\": \"FREE delivery Sat, Apr 26 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"GRX ST-RX600 11-Speed Right Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1700mm Hose\", \"asin\": \"B07VRZQY8K\", \"price\": \"$223.19\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"RX400 Brake Caliper 140/160 Flat MOUN Cycling Accessories Adult Unisex Multicolour (Multicolour), One Size\", \"asin\": \"B07RSRGM23\", \"price\": \"$64.00\", \"delivery\": \"FREE delivery Apr 28 - May 13 Only 1 left in stock - order soon.\"},\n{\"title\": \"GRX ST-RX600 2x11-Speed Left Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1000mm Hose\", \"asin\": \"B07VMRWBJ6\", \"price\": \"$218.35\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 2-Speed, Left Hand, Black\", \"asin\": \"B07RSRGM3B\", \"price\": \"$124.45\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Left, 2x10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07X74XGNV\", \"price\": \"$212.17\", \"delivery\": \"FREE delivery Apr 17 - 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"GRX FD-RX400 GRX Front mech, 10-Speed Double, Down Pull, braze-on Black,11-Speed Braze-on,IFDRX400F\", \"asin\": \"B07RPMS4X3\", \"price\": \"$41.75\", \"delivery\": \"FREE delivery Apr 28 - May 13\"},\n{\"title\": \"Dual Control Lever ST-RX400 with GRX RX400 2X10 Speed Groupset Including RD-RX400 Front Derailleur FD-RX400 and BR-RX400 Brake Components\", \"asin\": \"B0F31R85QX\", \"price\": \"$590.24\", \"delivery\": \"FREE delivery Apr 25 - May 7\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Right, 10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07WZW538N\", \"price\": \"$199.95\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"Road Bike Bicycle Brake Lever Oil Diaphragm Set For ST-R9120 R8020 R7020 RX810 RX600 RX400 - High Quality ABS Material - 2PCS Left And Right\", \"asin\": \"B0DL5L8YWB\", \"price\": \"$19.99\", \"delivery\": \"$4 delivery Apr 23 - May 2\"},\n{\"title\": \"GRX ST-RX400 GRX 10-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front\", \"asin\": \"B08HL7Y6HW\", \"price\": \"$225.10\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"ST-RX600 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear\", \"asin\": \"B08HL46QX5\", \"price\": \"$266.11\", \"delivery\": \"FREE delivery Tue, Apr 22 Or fastest delivery Fri, Apr 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"GRX RD-RX400 GRX Tension and Guide Pulley Set\", \"asin\": \"B07TXZ73W9\", \"price\": \"$12.91\", \"delivery\": \"FREE delivery Oct 13 - 24, 2025 Or fastest delivery Oct 12 - 22, 2025\"},\n{\"title\": \"GRX ST-RX400 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear\", \"asin\": \"B08HL2MD78\", \"price\": \"$221.17\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Bike Brake Lever Oil Diaphragm,Left/Right, ABS Road Bike ST-R9120 R8020 R7020 RX810 RX600 RX400 Read Components(Right)\", \"asin\": \"B0D52RF4V6\", \"price\": \"$16.37\", \"delivery\": \"$2.98 delivery Apr 22 - May 1\"},\n{\"title\": \"Rekon - Dual Compound - 29 - EXO - E25 Rating, Tubeless | Semi-Slick XC Race Tire\", \"asin\": \"B082BPC99W\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Key Fob Shell Case Replacement for Lexus ES GS GX is LS LX RX SC RX330 RX350 ES300 ES330 IS300 IS330 GX470 LX470 Key Fob Cover with Screwdriver (Black+Blue)\", \"asin\": \"B0CKW3SHDK\", \"price\": \"$8.95\", \"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\": \"Replacement Key Fob Case Shell fits for Lexus ES GS GX is LS LX RX SC ES300 ES330 GX470 LX470 IS300 IS330 RX300 RX330 RX350 RX400h Keyless Entry Key Fob Cover Housing (Pack 2)\", \"asin\": \"B07XL5LFH8\", \"price\": \"$8.09\", \"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\": \"2025-04-11T22:32:45.077Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-11T22:32:45.077Z
click
search
rule
train
34
2025-04-11T22:32:45.077Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shimano rx400"}], "cart_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.24", "quantity": "1"}], "promotion_items": [{"title": "Lift Supports Depot Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts", "asin": "B00X6J43WI", "price": "$40.06", "quantity": ""}, {"title": "Key Fob Keyless Entry Remote fits RX330 RX350 RX400h (HYQ12BBT) 2004 2005 2006 2007 2008 2009", "asin": "B077FG6X54", "price": "$23.95", "quantity": ""}, {"title": "Keyless Entry Remote Control Replacement Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Key Fob Shell", "asin": "B07LGVT37R", "price": "$6.83", "quantity": ""}, {"title": "Replacement Key Fob Case Shell fits for Lexus ES GS GX is LS LX RX SC ES300 ES330 GX470 LX470 IS300 IS330 RX300 RX330 RX350 RX400h Keyless Entry Key Fob Cover Housing (Pack 2)", "asin": "B07XL5LFH8", "price": "$8.09", "quantity": ""}, {"title": "KeylessOption Key Fob Replacement for 2004 2005 2006 2007 2008 2009 Lexus RX330 RX350 RX400H Keyless Entry Remote Control, 3-Button HYQ12BBT - 2 Pack", "asin": "B079G48ZW4", "price": "$32.95", "quantity": ""}, {"title": "Upgraded Replacement Key Fob Keyless Entry Remote Shell Case fit for Lexus GS300 GS400 GS430 GX470 IS300 LS400 LS430 LX470 RX300 RX330 RX350 RX400h RX450h SC430 Car Key Fob Cover Casing (Black)", "asin": "B08QF7CTXH", "price": "$6.16", "quantity": ""}, {"title": "Key Fob Shell Case Replacement for Lexus ES GS GX is LS LX RX SC RX330 RX350 ES300 ES330 IS300 IS330 GX470 LX470 Key Fob Cover with Screwdriver (Black+Red)", "asin": "B0CKW3NY8B", "price": "$8.95", "quantity": ""}, {"title": "Key Fob fits ES300 SC300 SC400 Keyless Entry Remote 1998 1999 2000 2001 (HYQ1512V, 89785-50031)", "asin": "B06Y2FP1N9", "price": "$23.95", "quantity": ""}, {"title": "Lift Supports Depot Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts", "asin": "B00X6J43WI", "price": "$40.06", "quantity": ""}, {"title": "Keyless Entry Remote Control Replacement Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Key Fob Shell", "asin": "B07LGVT37R", "price": "$6.83", "quantity": ""}, {"title": "Replacement Key Fob Cover Case fit for Leuxs ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Keyless Entry Key Fob Shell", "asin": "B085NSGBK8", "price": "$6.99", "quantity": ""}, {"title": "Replacement Key Fob Cover Case fit for Lexus ES GS GX is LS LX RX SC GX470 LX470 ES300 ES330 IS300 IS330 ls430 GS330 GS300 RX300 RX330 RX350 RX400h Keyless Entry Remote Key Fob Shell", "asin": "B07PS1BJT1", "price": "$6.29", "quantity": ""}], "search_results": [{"title": "Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts", "asin": "B00X6J43WI", "price": "$40.06", "delivery": "FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15"}, {"title": "Key Fob Replacement for 2004 2005 2006 2007 2008 2009 Lexus RX330 RX350 RX400H Keyless Entry Remote Control, 3-Button HYQ12BBT - 2 Pack", "asin": "B079G48ZW4", "price": "$32.95", "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": "Key Fob Keyless Entry Remote fits 2004-2006 RX330 /2007-2009 RX350 / 2006-2008 RX400h (HYQ12BBT), Set of 2", "asin": "B077DXY9NY", "price": "$32.95", "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": "105 ST-R7020/GRX ST-RX400/BL-RX60 HANDGUARDS", "asin": "B07KQXXTTN"}, {"title": "GRX RD-RX400 GRX 10-Speed Rear derailleur, Shadow+, for Double, Black", "asin": "B07RVXQWKV", "price": "$56.10", "delivery": "FREE delivery Wed, Apr 23 Or fastest delivery Fri, Apr 18"}, {"title": "GRX RD-RX400 Rear Derailleur - 10-Speed, Long Cage, Black, With Clutch", "asin": "B07YMWDGDN", "price": "$59.95", "delivery": "FREE delivery Apr 18 - 22"}, {"title": "GRX FD-RX400-F 2x10 Speed Braze-On Front Derailleur, 46t Max Chainring", "asin": "B07YMLQV4C", "price": "$43.51", "delivery": "FREE delivery Apr 16 - 18"}, {"title": "BR-RX400 GRX BRAKE FLAT MOUNT W/ADAPTER FOR 140/160MM ROTOR W/L03A RESIN PAD (W/FIN)", "asin": "B07VP2XG51", "price": "$63.88", "delivery": "FREE delivery Apr 21 - 25 Or fastest delivery Apr 19 - 23"}, {"title": "Rear Brake Caliper Shim. Plumber. GRX BR-RX400", "asin": "B07RNL3SNC", "price": "$58.93", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16"}, {"title": "GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black", "asin": "B07YMBRRBN", "price": "$158.92", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon."}, {"title": "2 Pairs Bike Ceramic Brake Pads Compatible with Shimano XTR-M9100 Dura Ace R9170 GRX RX400 BR RS305 405 505 805 Tektro HD-R310/R510 TRP-Hylex Flat Mount", "asin": "B0CJ2KWS19", "price": "$11.69", "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": "Disc Road Bike Brake Pads for Shimano XTR-M9100 RX400/810 Tektro HD-R310 510 TRP-Hylex", "asin": "B08M8YZ7GT", "price": "$22.98", "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": "Replacement Keyless Entry Remote Case Cover fits Lexus ES300 ES330 GS300 GS400 GS430 GX470 IS300 is330 LS400 LS430 LX470 RX300 RX330 RX350 RX400h RX450h2 SC430 Key Fob Shell (Black)", "asin": "B0CLK63LSM", "price": "$5.99", "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": "Replacement Keyless Entry Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 GS300 GS400 GS430 GX470 LS400 LS430 LX470 RX300 RX330 IS330 RX350 RX400h SC430 Key Fob Shell", "asin": "B083NBVBKC", "price": "$8.89", "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 Only 17 left in stock - order soon."}, {"title": "Key Fob Replacement for 2004 2005 2006 2007 2008 2009 2010 Lexus ES330 RX330 RX400h RX350 RX450h Remote, 3-Button HYQ12BBT, Locksmith Required", "asin": "B084HLCNZQ", "price": "$23.95", "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": "GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand", "asin": "B07RVX5HYQ", "price": "$148.05", "delivery": "FREE delivery Sat, Apr 26 Or fastest delivery Fri, Apr 18"}, {"title": "GRX ST-RX600 11-Speed Right Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1700mm Hose", "asin": "B07VRZQY8K", "price": "$223.19", "delivery": "FREE delivery Apr 15 - 17"}, {"title": "RX400 Brake Caliper 140/160 Flat MOUN Cycling Accessories Adult Unisex Multicolour (Multicolour), One Size", "asin": "B07RSRGM23", "price": "$64.00", "delivery": "FREE delivery Apr 28 - May 13 Only 1 left in stock - order soon."}, {"title": "GRX ST-RX600 2x11-Speed Left Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1000mm Hose", "asin": "B07VMRWBJ6", "price": "$218.35", "delivery": "FREE delivery Apr 15 - 17"}, {"title": "GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 2-Speed, Left Hand, Black", "asin": "B07RSRGM3B", "price": "$124.45", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Left, 2x10-Speed, Flat Mount, Finned Resin Pads, Black", "asin": "B07X74XGNV", "price": "$212.17", "delivery": "FREE delivery Apr 17 - 21 Only 4 left in stock - order soon."}, {"title": "GRX FD-RX400 GRX Front mech, 10-Speed Double, Down Pull, braze-on Black,11-Speed Braze-on,IFDRX400F", "asin": "B07RPMS4X3", "price": "$41.75", "delivery": "FREE delivery Apr 28 - May 13"}, {"title": "Dual Control Lever ST-RX400 with GRX RX400 2X10 Speed Groupset Including RD-RX400 Front Derailleur FD-RX400 and BR-RX400 Brake Components", "asin": "B0F31R85QX", "price": "$590.24", "delivery": "FREE delivery Apr 25 - May 7"}, {"title": "GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Right, 10-Speed, Flat Mount, Finned Resin Pads, Black", "asin": "B07WZW538N", "price": "$199.95", "delivery": "FREE delivery Apr 16 - 18 Only 1 left in stock - order soon."}, {"title": "Road Bike Bicycle Brake Lever Oil Diaphragm Set For ST-R9120 R8020 R7020 RX810 RX600 RX400 - High Quality ABS Material - 2PCS Left And Right", "asin": "B0DL5L8YWB", "price": "$19.99", "delivery": "$4 delivery Apr 23 - May 2"}, {"title": "GRX ST-RX400 GRX 10-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front", "asin": "B08HL7Y6HW", "price": "$225.10", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "ST-RX600 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear", "asin": "B08HL46QX5", "price": "$266.11", "delivery": "FREE delivery Tue, Apr 22 Or fastest delivery Fri, Apr 18 Only 1 left in stock - order soon."}, {"title": "GRX RD-RX400 GRX Tension and Guide Pulley Set", "asin": "B07TXZ73W9", "price": "$12.91", "delivery": "FREE delivery Oct 13 - 24, 2025 Or fastest delivery Oct 12 - 22, 2025"}, {"title": "GRX ST-RX400 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear", "asin": "B08HL2MD78", "price": "$221.17", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "Bike Brake Lever Oil Diaphragm,Left/Right, ABS Road Bike ST-R9120 R8020 R7020 RX810 RX600 RX400 Read Components(Right)", "asin": "B0D52RF4V6", "price": "$16.37", "delivery": "$2.98 delivery Apr 22 - May 1"}, {"title": "Rekon - Dual Compound - 29 - EXO - E25 Rating, Tubeless | Semi-Slick XC Race Tire", "asin": "B082BPC99W", "price": "$70.00", "delivery": "FREE delivery Tue, Apr 15"}, {"title": "Key Fob Shell Case Replacement for Lexus ES GS GX is LS LX RX SC RX330 RX350 ES300 ES330 IS300 IS330 GX470 LX470 Key Fob Cover with Screwdriver (Black+Blue)", "asin": "B0CKW3SHDK", "price": "$8.95", "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": "Replacement Key Fob Case Shell fits for Lexus ES GS GX is LS LX RX SC ES300 ES330 GX470 LX470 IS300 IS330 RX300 RX330 RX350 RX400h Keyless Entry Key Fob Cover Housing (Pack 2)", "asin": "B07XL5LFH8", "price": "$8.09", "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": "2025-04-11T22:32:45.077Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-11T22:32:45.077Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-11T22:32:45.077Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 34, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shimano rx400\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.24\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Lift Supports Depot Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts\", \"asin\": \"B00X6J43WI\", \"price\": \"$40.06\", \"quantity\": \"\"},\n{\"title\": \"Key Fob Keyless Entry Remote fits RX330 RX350 RX400h (HYQ12BBT) 2004 2005 2006 2007 2008 2009\", \"asin\": \"B077FG6X54\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Keyless Entry Remote Control Replacement Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Key Fob Shell\", \"asin\": \"B07LGVT37R\", \"price\": \"$6.83\", \"quantity\": \"\"},\n{\"title\": \"Replacement Key Fob Case Shell fits for Lexus ES GS GX is LS LX RX SC ES300 ES330 GX470 LX470 IS300 IS330 RX300 RX330 RX350 RX400h Keyless Entry Key Fob Cover Housing (Pack 2)\", \"asin\": \"B07XL5LFH8\", \"price\": \"$8.09\", \"quantity\": \"\"},\n{\"title\": \"KeylessOption Key Fob Replacement for 2004 2005 2006 2007 2008 2009 Lexus RX330 RX350 RX400H Keyless Entry Remote Control, 3-Button HYQ12BBT - 2 Pack\", \"asin\": \"B079G48ZW4\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Replacement Key Fob Keyless Entry Remote Shell Case fit for Lexus GS300 GS400 GS430 GX470 IS300 LS400 LS430 LX470 RX300 RX330 RX350 RX400h RX450h SC430 Car Key Fob Cover Casing (Black)\", \"asin\": \"B08QF7CTXH\", \"price\": \"$6.16\", \"quantity\": \"\"},\n{\"title\": \"Key Fob Shell Case Replacement for Lexus ES GS GX is LS LX RX SC RX330 RX350 ES300 ES330 IS300 IS330 GX470 LX470 Key Fob Cover with Screwdriver (Black+Red)\", \"asin\": \"B0CKW3NY8B\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"Key Fob fits ES300 SC300 SC400 Keyless Entry Remote 1998 1999 2000 2001 (HYQ1512V, 89785-50031)\", \"asin\": \"B06Y2FP1N9\", \"price\": \"$23.95\", \"quantity\": \"\"},\n{\"title\": \"Lift Supports Depot Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts\", \"asin\": \"B00X6J43WI\", \"price\": \"$40.06\", \"quantity\": \"\"},\n{\"title\": \"Keyless Entry Remote Control Replacement Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Key Fob Shell\", \"asin\": \"B07LGVT37R\", \"price\": \"$6.83\", \"quantity\": \"\"},\n{\"title\": \"Replacement Key Fob Cover Case fit for Leuxs ES GS GX is LS LX RX SC IS300 IS330 ES300 ES330 RX300 RX330 RX350 LX470 GS300 GS400 GS430 GX470 RX400h SC430 Keyless Entry Key Fob Shell\", \"asin\": \"B085NSGBK8\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Key Fob Cover Case fit for Lexus ES GS GX is LS LX RX SC GX470 LX470 ES300 ES330 IS300 IS330 ls430 GS330 GS300 RX300 RX330 RX350 RX400h Keyless Entry Remote Key Fob Shell\", \"asin\": \"B07PS1BJT1\", \"price\": \"$6.29\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Qty (2) Fits Lexus RX330 RX400H 2004 2005 2006 Liftgate Lift Supports with Power Gate Shocks Struts\", \"asin\": \"B00X6J43WI\", \"price\": \"$40.06\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Key Fob Replacement for 2004 2005 2006 2007 2008 2009 Lexus RX330 RX350 RX400H Keyless Entry Remote Control, 3-Button HYQ12BBT - 2 Pack\", \"asin\": \"B079G48ZW4\", \"price\": \"$32.95\", \"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\": \"Key Fob Keyless Entry Remote fits 2004-2006 RX330 /2007-2009 RX350 / 2006-2008 RX400h (HYQ12BBT), Set of 2\", \"asin\": \"B077DXY9NY\", \"price\": \"$32.95\", \"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\": \"105 ST-R7020/GRX ST-RX400/BL-RX60 HANDGUARDS\", \"asin\": \"B07KQXXTTN\"},\n{\"title\": \"GRX RD-RX400 GRX 10-Speed Rear derailleur, Shadow+, for Double, Black\", \"asin\": \"B07RVXQWKV\", \"price\": \"$56.10\", \"delivery\": \"FREE delivery Wed, Apr 23 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"GRX RD-RX400 Rear Derailleur - 10-Speed, Long Cage, Black, With Clutch\", \"asin\": \"B07YMWDGDN\", \"price\": \"$59.95\", \"delivery\": \"FREE delivery Apr 18 - 22\"},\n{\"title\": \"GRX FD-RX400-F 2x10 Speed Braze-On Front Derailleur, 46t Max Chainring\", \"asin\": \"B07YMLQV4C\", \"price\": \"$43.51\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"BR-RX400 GRX BRAKE FLAT MOUNT W/ADAPTER FOR 140/160MM ROTOR W/L03A RESIN PAD (W/FIN)\", \"asin\": \"B07VP2XG51\", \"price\": \"$63.88\", \"delivery\": \"FREE delivery Apr 21 - 25 Or fastest delivery Apr 19 - 23\"},\n{\"title\": \"Rear Brake Caliper Shim. Plumber. GRX BR-RX400\", \"asin\": \"B07RNL3SNC\", \"price\": \"$58.93\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$158.92\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon.\"},\n{\"title\": \"2 Pairs Bike Ceramic Brake Pads Compatible with Shimano XTR-M9100 Dura Ace R9170 GRX RX400 BR RS305 405 505 805 Tektro HD-R310/R510 TRP-Hylex Flat Mount\", \"asin\": \"B0CJ2KWS19\", \"price\": \"$11.69\", \"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\": \"Disc Road Bike Brake Pads for Shimano XTR-M9100 RX400/810 Tektro HD-R310 510 TRP-Hylex\", \"asin\": \"B08M8YZ7GT\", \"price\": \"$22.98\", \"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\": \"Replacement Keyless Entry Remote Case Cover fits Lexus ES300 ES330 GS300 GS400 GS430 GX470 IS300 is330 LS400 LS430 LX470 RX300 RX330 RX350 RX400h RX450h2 SC430 Key Fob Shell (Black)\", \"asin\": \"B0CLK63LSM\", \"price\": \"$5.99\", \"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\": \"Replacement Keyless Entry Key Fob Cover Case Fit for Lexus ES GS GX is LS LX RX SC IS300 GS300 GS400 GS430 GX470 LS400 LS430 LX470 RX300 RX330 IS330 RX350 RX400h SC430 Key Fob Shell\", \"asin\": \"B083NBVBKC\", \"price\": \"$8.89\", \"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 Only 17 left in stock - order soon.\"},\n{\"title\": \"Key Fob Replacement for 2004 2005 2006 2007 2008 2009 2010 Lexus ES330 RX330 RX400h RX350 RX450h Remote, 3-Button HYQ12BBT, Locksmith Required\", \"asin\": \"B084HLCNZQ\", \"price\": \"$23.95\", \"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\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand\", \"asin\": \"B07RVX5HYQ\", \"price\": \"$148.05\", \"delivery\": \"FREE delivery Sat, Apr 26 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"GRX ST-RX600 11-Speed Right Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1700mm Hose\", \"asin\": \"B07VRZQY8K\", \"price\": \"$223.19\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"RX400 Brake Caliper 140/160 Flat MOUN Cycling Accessories Adult Unisex Multicolour (Multicolour), One Size\", \"asin\": \"B07RSRGM23\", \"price\": \"$64.00\", \"delivery\": \"FREE delivery Apr 28 - May 13 Only 1 left in stock - order soon.\"},\n{\"title\": \"GRX ST-RX600 2x11-Speed Left Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1000mm Hose\", \"asin\": \"B07VMRWBJ6\", \"price\": \"$218.35\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 2-Speed, Left Hand, Black\", \"asin\": \"B07RSRGM3B\", \"price\": \"$124.45\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Left, 2x10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07X74XGNV\", \"price\": \"$212.17\", \"delivery\": \"FREE delivery Apr 17 - 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"GRX FD-RX400 GRX Front mech, 10-Speed Double, Down Pull, braze-on Black,11-Speed Braze-on,IFDRX400F\", \"asin\": \"B07RPMS4X3\", \"price\": \"$41.75\", \"delivery\": \"FREE delivery Apr 28 - May 13\"},\n{\"title\": \"Dual Control Lever ST-RX400 with GRX RX400 2X10 Speed Groupset Including RD-RX400 Front Derailleur FD-RX400 and BR-RX400 Brake Components\", \"asin\": \"B0F31R85QX\", \"price\": \"$590.24\", \"delivery\": \"FREE delivery Apr 25 - May 7\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Right, 10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07WZW538N\", \"price\": \"$199.95\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"Road Bike Bicycle Brake Lever Oil Diaphragm Set For ST-R9120 R8020 R7020 RX810 RX600 RX400 - High Quality ABS Material - 2PCS Left And Right\", \"asin\": \"B0DL5L8YWB\", \"price\": \"$19.99\", \"delivery\": \"$4 delivery Apr 23 - May 2\"},\n{\"title\": \"GRX ST-RX400 GRX 10-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front\", \"asin\": \"B08HL7Y6HW\", \"price\": \"$225.10\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"ST-RX600 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear\", \"asin\": \"B08HL46QX5\", \"price\": \"$266.11\", \"delivery\": \"FREE delivery Tue, Apr 22 Or fastest delivery Fri, Apr 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"GRX RD-RX400 GRX Tension and Guide Pulley Set\", \"asin\": \"B07TXZ73W9\", \"price\": \"$12.91\", \"delivery\": \"FREE delivery Oct 13 - 24, 2025 Or fastest delivery Oct 12 - 22, 2025\"},\n{\"title\": \"GRX ST-RX400 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear\", \"asin\": \"B08HL2MD78\", \"price\": \"$221.17\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Bike Brake Lever Oil Diaphragm,Left/Right, ABS Road Bike ST-R9120 R8020 R7020 RX810 RX600 RX400 Read Components(Right)\", \"asin\": \"B0D52RF4V6\", \"price\": \"$16.37\", \"delivery\": \"$2.98 delivery Apr 22 - May 1\"},\n{\"title\": \"Rekon - Dual Compound - 29 - EXO - E25 Rating, Tubeless | Semi-Slick XC Race Tire\", \"asin\": \"B082BPC99W\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Key Fob Shell Case Replacement for Lexus ES GS GX is LS LX RX SC RX330 RX350 ES300 ES330 IS300 IS330 GX470 LX470 Key Fob Cover with Screwdriver (Black+Blue)\", \"asin\": \"B0CKW3SHDK\", \"price\": \"$8.95\", \"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\": \"Replacement Key Fob Case Shell fits for Lexus ES GS GX is LS LX RX SC ES300 ES330 GX470 LX470 IS300 IS330 RX300 RX330 RX350 RX400h Keyless Entry Key Fob Cover Housing (Pack 2)\", \"asin\": \"B07XL5LFH8\", \"price\": \"$8.09\", \"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\": \"2025-04-11T22:32:45.077Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"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\": \"shimano rx400\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.24\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"SHIMANO\\nSH-RC302 Bicycle Shoes\", \"asin\": \"B0D3QWBMXT\", \"price\": \"$130.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-XC702 Competition-Level Men's Off-Road Racing Shoe\", \"asin\": \"B0BB3JDKP7\", \"price\": \"$230.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-RC502 Lightweight Men's Road Cycling Shoe Packed with Pro Features\", \"asin\": \"B09HHLM97C\", \"price\": \"$160.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-GF400 Men's MTB Flat Shoes\", \"asin\": \"B0CKXZMC5Q\", \"price\": \"$120.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-GE500 Men's MTB Shoes\", \"asin\": \"B0CKXXHT8Y\", \"price\": \"$140.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-EX700 Men\\u2019s Gravel Touring Shoe\", \"asin\": \"B0D3QWBMXM\", \"price\": \"$180.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-RC302 Bicycle Shoes\", \"asin\": \"B0D3RBYF3S\", \"price\": \"$130.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-GF400 Men's MTB Flat Shoes\", \"asin\": \"B0CKXYQ9GV\", \"price\": \"$120.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-GE500 Men's MTB Shoes\", \"asin\": \"B0CKXXHT8Y\", \"price\": \"$140.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nCT and EX Series Everyday City Cycling Shoes\", \"asin\": \"B0B9CGDZVG\", \"price\": \"$120.00\", \"quantity\": \"\"},\n{\"title\": \"ULTIANT\\nMens Womens Cycling Shoes Compatible with Peloton Road Bike Riding Bicycle Pre-Installed Delta Cleats\", \"asin\": \"B0B7RW5QZ2\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"KESCOO\\nMens Womens Cycling Shoes Compatible with Peloton Bike Shoes and Delta Cleats Pre-Installed, Clip in Road Bike Riding Racing Biking Shoes Perfect for Indoor Outdoor\", \"asin\": \"B09N2W54WQ\", \"price\": \"$48.85\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"SH-RX801 Men\\u2019s Ultralight High Performance Gravel Racing Shoe\", \"asin\": \"B0B9CGB19L\", \"price\": \"$275.00\", \"delivery\": \"FREE delivery Apr 21 - 24\"},\n{\"title\": \"SH-RC302 Bicycle Shoes\", \"asin\": \"B0D3QWBMXT\", \"price\": \"$130.00\", \"delivery\": \"FREE delivery Apr 17 - 20 Or fastest delivery Thu, Apr 17\"},\n{\"title\": \"SH-RX801R Men\\u2019s Ultralight 3+ Season Gravel Racing Shoe\", \"asin\": \"B0B9CJ3HYY\", \"price\": \"$300.00\", \"delivery\": \"FREE delivery Apr 21 - 24\"},\n{\"title\": \"105 ST-R7020/GRX ST-RX400/BL-RX60 HANDGUARDS\", \"asin\": \"B07KQXXTTN\"},\n{\"title\": \"GRX RD-RX400 Rear Derailleur - 10-Speed, Long Cage, Black, With Clutch\", \"asin\": \"B07YMWDGDN\", \"price\": \"$59.95\", \"delivery\": \"FREE delivery Apr 18 - 22\"},\n{\"title\": \"GRX FD-RX400-F 2x10 Speed Braze-On Front Derailleur, 46t Max Chainring\", \"asin\": \"B07YMLQV4C\", \"price\": \"$43.51\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"GRX RD-RX400 GRX 10-Speed Rear derailleur, Shadow+, for Double, Black\", \"asin\": \"B07RVXQWKV\", \"price\": \"$56.10\", \"delivery\": \"FREE delivery Wed, Apr 23 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand\", \"asin\": \"B07RVX5HYQ\", \"price\": \"$148.05\", \"delivery\": \"FREE delivery Sat, Apr 26 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"BR-RX400 GRX BRAKE FLAT MOUNT W/ADAPTER FOR 140/160MM ROTOR W/L03A RESIN PAD (W/FIN)\", \"asin\": \"B07VP2XG51\", \"price\": \"$63.88\", \"delivery\": \"FREE delivery Apr 21 - 25 Or fastest delivery Apr 19 - 23\"},\n{\"title\": \"GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$158.92\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon.\"},\n{\"title\": \"RX400 Brake Caliper 140/160 Flat MOUN Cycling Accessories Adult Unisex Multicolour (Multicolour), One Size\", \"asin\": \"B07RSRGM23\", \"price\": \"$64.00\", \"delivery\": \"FREE delivery Apr 28 - May 13 Only 1 left in stock - order soon.\"},\n{\"title\": \"GRX FD-RX400 GRX Front mech, 10-Speed Double, Down Pull, braze-on Black,11-Speed Braze-on,IFDRX400F\", \"asin\": \"B07RPMS4X3\", \"price\": \"$41.75\", \"delivery\": \"FREE delivery Apr 28 - May 13\"},\n{\"title\": \"SH-XC702 Competition-Level Men's Off-Road Racing Shoe\", \"asin\": \"B0BB3JDKP7\", \"price\": \"$230.00\", \"delivery\": \"FREE delivery Apr 21 - 24\"},\n{\"title\": \"SH-GF400 Men's MTB Flat Shoes\", \"asin\": \"B0CKXZ84XS\", \"price\": \"$120.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"SH-GE900 Men's MTB Shoes\", \"asin\": \"B0CKXZRMZY\", \"price\": \"$225.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Left, 2x10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07X74XGNV\", \"price\": \"$212.17\", \"delivery\": \"FREE delivery Apr 17 - 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"SH-RX600 Men\\u2019s Versatile Gravel Cycling Shoe\", \"asin\": \"B0B9CGGMWF\", \"price\": \"$180.00\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"L04C ROAD BRAKE PADS BLACK\", \"asin\": \"B0BGXZPVDW\", \"price\": \"$27.21\", \"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\": \"GRX ST-RX600 11-Speed Right Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1700mm Hose\", \"asin\": \"B07VRZQY8K\", \"price\": \"$223.19\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 2-Speed, Left Hand, Black\", \"asin\": \"B07RSRGM3B\", \"price\": \"$124.45\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"XTR M9100 BRAKE PADS OEM RESIN PADS TITANIUM\", \"asin\": \"B0BS1GQDBM\", \"price\": \"$20.99\", \"delivery\": \"$3.99 delivery Tue, Apr 22\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Right, 10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07WZW538N\", \"price\": \"$199.95\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"GRX ST-RX600 2x11-Speed Left Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1000mm Hose\", \"asin\": \"B07VMRWBJ6\", \"price\": \"$218.35\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"Disc Road Bike Brake Pads for Shimano XTR-M9100 RX400/810 Tektro HD-R310 510 TRP-Hylex\", \"asin\": \"B0CPDKWDYR\", \"price\": \"$42.98\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"GRX ST-RX400 GRX 10-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front\", \"asin\": \"B08HL7Y6HW\", \"price\": \"$225.10\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"2 Pairs Bike Ceramic Brake Pads Compatible with Shimano XTR-M9100 Dura Ace R9170 GRX RX400 BR RS305 405 505 805 Tektro HD-R310/R510 TRP-Hylex Flat Mount\", \"asin\": \"B0CJ2KWS19\", \"price\": \"$11.69\", \"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\": \"GRX ST-RX400 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear\", \"asin\": \"B08HL2MD78\", \"price\": \"$221.17\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"GRX ST-RX600 GRX 11-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front,One Size,VARRX6002\", \"asin\": \"B08HL5DTSX\", \"price\": \"$259.64\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Brake Pads for SHIMANO Disc Brakes in Road, MTB, E-MTB, E-Road, E-Bike, Touring Bicycles | Semi-Metallic for XC, Light Enduro | Sintered for Steep Hill, Freeride | Organic for City, Urban\", \"asin\": \"B088WSYGPQ\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Apr 17 - 21 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"BR-06 Disc Brake Pads Compatible with Shimano L05A-RF L02A L03A - Resin with Cooling Fin\", \"asin\": \"B09XJWWSSB\", \"price\": \"$24.99\", \"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\": \"SH-GE500 Men's MTB Shoes\", \"asin\": \"B0CKY21WX3\", \"price\": \"$140.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 5 left in stock - order soon.\"},\n{\"title\": \"SH-GE700 Men's MTB Shoes\", \"asin\": \"B0CKXYJHHN\", \"price\": \"$180.00\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"SH-RC502 Lightweight Men's Road Cycling Shoe Packed with Pro Features\", \"asin\": \"B09HHLM97C\", \"price\": \"$160.00\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 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\": \"2025-04-11T22:32:57.785Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-11T22:32:57.785Z
click
search
rule
train
35
2025-04-11T22:32:57.785Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "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": "shimano rx400"}], "cart_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.24", "quantity": "1"}], "promotion_items": [{"title": "SHIMANO\nSH-RC302 Bicycle Shoes", "asin": "B0D3QWBMXT", "price": "$130.00", "quantity": ""}, {"title": "SHIMANO\nSH-XC702 Competition-Level Men's Off-Road Racing Shoe", "asin": "B0BB3JDKP7", "price": "$230.00", "quantity": ""}, {"title": "SHIMANO\nSH-RC502 Lightweight Men's Road Cycling Shoe Packed with Pro Features", "asin": "B09HHLM97C", "price": "$160.00", "quantity": ""}, {"title": "SHIMANO\nSH-GF400 Men's MTB Flat Shoes", "asin": "B0CKXZMC5Q", "price": "$120.00", "quantity": ""}, {"title": "SHIMANO\nSH-GE500 Men's MTB Shoes", "asin": "B0CKXXHT8Y", "price": "$140.00", "quantity": ""}, {"title": "SHIMANO\nSH-EX700 Men\u2019s Gravel Touring Shoe", "asin": "B0D3QWBMXM", "price": "$180.00", "quantity": ""}, {"title": "SHIMANO\nSH-RC302 Bicycle Shoes", "asin": "B0D3RBYF3S", "price": "$130.00", "quantity": ""}, {"title": "SHIMANO\nSH-GF400 Men's MTB Flat Shoes", "asin": "B0CKXYQ9GV", "price": "$120.00", "quantity": ""}, {"title": "SHIMANO\nSH-GE500 Men's MTB Shoes", "asin": "B0CKXXHT8Y", "price": "$140.00", "quantity": ""}, {"title": "SHIMANO\nCT and EX Series Everyday City Cycling Shoes", "asin": "B0B9CGDZVG", "price": "$120.00", "quantity": ""}, {"title": "ULTIANT\nMens Womens Cycling Shoes Compatible with Peloton Road Bike Riding Bicycle Pre-Installed Delta Cleats", "asin": "B0B7RW5QZ2", "price": "$44.99", "quantity": ""}, {"title": "KESCOO\nMens Womens Cycling Shoes Compatible with Peloton Bike Shoes and Delta Cleats Pre-Installed, Clip in Road Bike Riding Racing Biking Shoes Perfect for Indoor Outdoor", "asin": "B09N2W54WQ", "price": "$48.85", "quantity": ""}], "search_results": [{"title": "SH-RX801 Men\u2019s Ultralight High Performance Gravel Racing Shoe", "asin": "B0B9CGB19L", "price": "$275.00", "delivery": "FREE delivery Apr 21 - 24"}, {"title": "SH-RC302 Bicycle Shoes", "asin": "B0D3QWBMXT", "price": "$130.00", "delivery": "FREE delivery Apr 17 - 20 Or fastest delivery Thu, Apr 17"}, {"title": "SH-RX801R Men\u2019s Ultralight 3+ Season Gravel Racing Shoe", "asin": "B0B9CJ3HYY", "price": "$300.00", "delivery": "FREE delivery Apr 21 - 24"}, {"title": "105 ST-R7020/GRX ST-RX400/BL-RX60 HANDGUARDS", "asin": "B07KQXXTTN"}, {"title": "GRX RD-RX400 Rear Derailleur - 10-Speed, Long Cage, Black, With Clutch", "asin": "B07YMWDGDN", "price": "$59.95", "delivery": "FREE delivery Apr 18 - 22"}, {"title": "GRX FD-RX400-F 2x10 Speed Braze-On Front Derailleur, 46t Max Chainring", "asin": "B07YMLQV4C", "price": "$43.51", "delivery": "FREE delivery Apr 16 - 18"}, {"title": "GRX RD-RX400 GRX 10-Speed Rear derailleur, Shadow+, for Double, Black", "asin": "B07RVXQWKV", "price": "$56.10", "delivery": "FREE delivery Wed, Apr 23 Or fastest delivery Fri, Apr 18"}, {"title": "GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand", "asin": "B07RVX5HYQ", "price": "$148.05", "delivery": "FREE delivery Sat, Apr 26 Or fastest delivery Fri, Apr 18"}, {"title": "BR-RX400 GRX BRAKE FLAT MOUNT W/ADAPTER FOR 140/160MM ROTOR W/L03A RESIN PAD (W/FIN)", "asin": "B07VP2XG51", "price": "$63.88", "delivery": "FREE delivery Apr 21 - 25 Or fastest delivery Apr 19 - 23"}, {"title": "GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black", "asin": "B07YMBRRBN", "price": "$158.92", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon."}, {"title": "RX400 Brake Caliper 140/160 Flat MOUN Cycling Accessories Adult Unisex Multicolour (Multicolour), One Size", "asin": "B07RSRGM23", "price": "$64.00", "delivery": "FREE delivery Apr 28 - May 13 Only 1 left in stock - order soon."}, {"title": "GRX FD-RX400 GRX Front mech, 10-Speed Double, Down Pull, braze-on Black,11-Speed Braze-on,IFDRX400F", "asin": "B07RPMS4X3", "price": "$41.75", "delivery": "FREE delivery Apr 28 - May 13"}, {"title": "SH-XC702 Competition-Level Men's Off-Road Racing Shoe", "asin": "B0BB3JDKP7", "price": "$230.00", "delivery": "FREE delivery Apr 21 - 24"}, {"title": "SH-GF400 Men's MTB Flat Shoes", "asin": "B0CKXZ84XS", "price": "$120.00", "delivery": "FREE delivery Wed, Apr 16"}, {"title": "SH-GE900 Men's MTB Shoes", "asin": "B0CKXZRMZY", "price": "$225.00", "delivery": "FREE delivery Wed, Apr 16"}, {"title": "GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Left, 2x10-Speed, Flat Mount, Finned Resin Pads, Black", "asin": "B07X74XGNV", "price": "$212.17", "delivery": "FREE delivery Apr 17 - 21 Only 4 left in stock - order soon."}, {"title": "SH-RX600 Men\u2019s Versatile Gravel Cycling Shoe", "asin": "B0B9CGGMWF", "price": "$180.00", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16"}, {"title": "L04C ROAD BRAKE PADS BLACK", "asin": "B0BGXZPVDW", "price": "$27.21", "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": "GRX ST-RX600 11-Speed Right Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1700mm Hose", "asin": "B07VRZQY8K", "price": "$223.19", "delivery": "FREE delivery Apr 15 - 17"}, {"title": "GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 2-Speed, Left Hand, Black", "asin": "B07RSRGM3B", "price": "$124.45", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "XTR M9100 BRAKE PADS OEM RESIN PADS TITANIUM", "asin": "B0BS1GQDBM", "price": "$20.99", "delivery": "$3.99 delivery Tue, Apr 22"}, {"title": "GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Right, 10-Speed, Flat Mount, Finned Resin Pads, Black", "asin": "B07WZW538N", "price": "$199.95", "delivery": "FREE delivery Apr 16 - 18 Only 1 left in stock - order soon."}, {"title": "GRX ST-RX600 2x11-Speed Left Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1000mm Hose", "asin": "B07VMRWBJ6", "price": "$218.35", "delivery": "FREE delivery Apr 15 - 17"}, {"title": "Disc Road Bike Brake Pads for Shimano XTR-M9100 RX400/810 Tektro HD-R310 510 TRP-Hylex", "asin": "B0CPDKWDYR", "price": "$42.98", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16"}, {"title": "GRX ST-RX400 GRX 10-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front", "asin": "B08HL7Y6HW", "price": "$225.10", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "2 Pairs Bike Ceramic Brake Pads Compatible with Shimano XTR-M9100 Dura Ace R9170 GRX RX400 BR RS305 405 505 805 Tektro HD-R310/R510 TRP-Hylex Flat Mount", "asin": "B0CJ2KWS19", "price": "$11.69", "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": "GRX ST-RX400 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear", "asin": "B08HL2MD78", "price": "$221.17", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "GRX ST-RX600 GRX 11-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front,One Size,VARRX6002", "asin": "B08HL5DTSX", "price": "$259.64", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "Brake Pads for SHIMANO Disc Brakes in Road, MTB, E-MTB, E-Road, E-Bike, Touring Bicycles | Semi-Metallic for XC, Light Enduro | Sintered for Steep Hill, Freeride | Organic for City, Urban", "asin": "B088WSYGPQ", "price": "$18.99", "delivery": "FREE delivery Apr 17 - 21 Or fastest delivery Apr 15 - 16"}, {"title": "BR-06 Disc Brake Pads Compatible with Shimano L05A-RF L02A L03A - Resin with Cooling Fin", "asin": "B09XJWWSSB", "price": "$24.99", "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": "SH-GE500 Men's MTB Shoes", "asin": "B0CKY21WX3", "price": "$140.00", "delivery": "FREE delivery Wed, Apr 16 Only 5 left in stock - order soon."}, {"title": "SH-GE700 Men's MTB Shoes", "asin": "B0CKXYJHHN", "price": "$180.00", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16"}, {"title": "SH-RC502 Lightweight Men's Road Cycling Shoe Packed with Pro Features", "asin": "B09HHLM97C", "price": "$160.00", "delivery": "Prime members get FREE delivery Mon, Apr 14 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": "2025-04-11T22:32:57.785Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-11T22:32:57.785Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-11T22:32:57.785Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 35, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"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\": \"shimano rx400\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.24\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"SHIMANO\\nSH-RC302 Bicycle Shoes\", \"asin\": \"B0D3QWBMXT\", \"price\": \"$130.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-XC702 Competition-Level Men's Off-Road Racing Shoe\", \"asin\": \"B0BB3JDKP7\", \"price\": \"$230.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-RC502 Lightweight Men's Road Cycling Shoe Packed with Pro Features\", \"asin\": \"B09HHLM97C\", \"price\": \"$160.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-GF400 Men's MTB Flat Shoes\", \"asin\": \"B0CKXZMC5Q\", \"price\": \"$120.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-GE500 Men's MTB Shoes\", \"asin\": \"B0CKXXHT8Y\", \"price\": \"$140.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-EX700 Men\\u2019s Gravel Touring Shoe\", \"asin\": \"B0D3QWBMXM\", \"price\": \"$180.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-RC302 Bicycle Shoes\", \"asin\": \"B0D3RBYF3S\", \"price\": \"$130.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-GF400 Men's MTB Flat Shoes\", \"asin\": \"B0CKXYQ9GV\", \"price\": \"$120.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-GE500 Men's MTB Shoes\", \"asin\": \"B0CKXXHT8Y\", \"price\": \"$140.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nCT and EX Series Everyday City Cycling Shoes\", \"asin\": \"B0B9CGDZVG\", \"price\": \"$120.00\", \"quantity\": \"\"},\n{\"title\": \"ULTIANT\\nMens Womens Cycling Shoes Compatible with Peloton Road Bike Riding Bicycle Pre-Installed Delta Cleats\", \"asin\": \"B0B7RW5QZ2\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"KESCOO\\nMens Womens Cycling Shoes Compatible with Peloton Bike Shoes and Delta Cleats Pre-Installed, Clip in Road Bike Riding Racing Biking Shoes Perfect for Indoor Outdoor\", \"asin\": \"B09N2W54WQ\", \"price\": \"$48.85\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"SH-RX801 Men\\u2019s Ultralight High Performance Gravel Racing Shoe\", \"asin\": \"B0B9CGB19L\", \"price\": \"$275.00\", \"delivery\": \"FREE delivery Apr 21 - 24\"},\n{\"title\": \"SH-RC302 Bicycle Shoes\", \"asin\": \"B0D3QWBMXT\", \"price\": \"$130.00\", \"delivery\": \"FREE delivery Apr 17 - 20 Or fastest delivery Thu, Apr 17\"},\n{\"title\": \"SH-RX801R Men\\u2019s Ultralight 3+ Season Gravel Racing Shoe\", \"asin\": \"B0B9CJ3HYY\", \"price\": \"$300.00\", \"delivery\": \"FREE delivery Apr 21 - 24\"},\n{\"title\": \"105 ST-R7020/GRX ST-RX400/BL-RX60 HANDGUARDS\", \"asin\": \"B07KQXXTTN\"},\n{\"title\": \"GRX RD-RX400 Rear Derailleur - 10-Speed, Long Cage, Black, With Clutch\", \"asin\": \"B07YMWDGDN\", \"price\": \"$59.95\", \"delivery\": \"FREE delivery Apr 18 - 22\"},\n{\"title\": \"GRX FD-RX400-F 2x10 Speed Braze-On Front Derailleur, 46t Max Chainring\", \"asin\": \"B07YMLQV4C\", \"price\": \"$43.51\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"GRX RD-RX400 GRX 10-Speed Rear derailleur, Shadow+, for Double, Black\", \"asin\": \"B07RVXQWKV\", \"price\": \"$56.10\", \"delivery\": \"FREE delivery Wed, Apr 23 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand\", \"asin\": \"B07RVX5HYQ\", \"price\": \"$148.05\", \"delivery\": \"FREE delivery Sat, Apr 26 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"BR-RX400 GRX BRAKE FLAT MOUNT W/ADAPTER FOR 140/160MM ROTOR W/L03A RESIN PAD (W/FIN)\", \"asin\": \"B07VP2XG51\", \"price\": \"$63.88\", \"delivery\": \"FREE delivery Apr 21 - 25 Or fastest delivery Apr 19 - 23\"},\n{\"title\": \"GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$158.92\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon.\"},\n{\"title\": \"RX400 Brake Caliper 140/160 Flat MOUN Cycling Accessories Adult Unisex Multicolour (Multicolour), One Size\", \"asin\": \"B07RSRGM23\", \"price\": \"$64.00\", \"delivery\": \"FREE delivery Apr 28 - May 13 Only 1 left in stock - order soon.\"},\n{\"title\": \"GRX FD-RX400 GRX Front mech, 10-Speed Double, Down Pull, braze-on Black,11-Speed Braze-on,IFDRX400F\", \"asin\": \"B07RPMS4X3\", \"price\": \"$41.75\", \"delivery\": \"FREE delivery Apr 28 - May 13\"},\n{\"title\": \"SH-XC702 Competition-Level Men's Off-Road Racing Shoe\", \"asin\": \"B0BB3JDKP7\", \"price\": \"$230.00\", \"delivery\": \"FREE delivery Apr 21 - 24\"},\n{\"title\": \"SH-GF400 Men's MTB Flat Shoes\", \"asin\": \"B0CKXZ84XS\", \"price\": \"$120.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"SH-GE900 Men's MTB Shoes\", \"asin\": \"B0CKXZRMZY\", \"price\": \"$225.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Left, 2x10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07X74XGNV\", \"price\": \"$212.17\", \"delivery\": \"FREE delivery Apr 17 - 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"SH-RX600 Men\\u2019s Versatile Gravel Cycling Shoe\", \"asin\": \"B0B9CGGMWF\", \"price\": \"$180.00\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"L04C ROAD BRAKE PADS BLACK\", \"asin\": \"B0BGXZPVDW\", \"price\": \"$27.21\", \"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\": \"GRX ST-RX600 11-Speed Right Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1700mm Hose\", \"asin\": \"B07VRZQY8K\", \"price\": \"$223.19\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 2-Speed, Left Hand, Black\", \"asin\": \"B07RSRGM3B\", \"price\": \"$124.45\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"XTR M9100 BRAKE PADS OEM RESIN PADS TITANIUM\", \"asin\": \"B0BS1GQDBM\", \"price\": \"$20.99\", \"delivery\": \"$3.99 delivery Tue, Apr 22\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Right, 10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07WZW538N\", \"price\": \"$199.95\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"GRX ST-RX600 2x11-Speed Left Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1000mm Hose\", \"asin\": \"B07VMRWBJ6\", \"price\": \"$218.35\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"Disc Road Bike Brake Pads for Shimano XTR-M9100 RX400/810 Tektro HD-R310 510 TRP-Hylex\", \"asin\": \"B0CPDKWDYR\", \"price\": \"$42.98\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"GRX ST-RX400 GRX 10-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front\", \"asin\": \"B08HL7Y6HW\", \"price\": \"$225.10\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"2 Pairs Bike Ceramic Brake Pads Compatible with Shimano XTR-M9100 Dura Ace R9170 GRX RX400 BR RS305 405 505 805 Tektro HD-R310/R510 TRP-Hylex Flat Mount\", \"asin\": \"B0CJ2KWS19\", \"price\": \"$11.69\", \"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\": \"GRX ST-RX400 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear\", \"asin\": \"B08HL2MD78\", \"price\": \"$221.17\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"GRX ST-RX600 GRX 11-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front,One Size,VARRX6002\", \"asin\": \"B08HL5DTSX\", \"price\": \"$259.64\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Brake Pads for SHIMANO Disc Brakes in Road, MTB, E-MTB, E-Road, E-Bike, Touring Bicycles | Semi-Metallic for XC, Light Enduro | Sintered for Steep Hill, Freeride | Organic for City, Urban\", \"asin\": \"B088WSYGPQ\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Apr 17 - 21 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"BR-06 Disc Brake Pads Compatible with Shimano L05A-RF L02A L03A - Resin with Cooling Fin\", \"asin\": \"B09XJWWSSB\", \"price\": \"$24.99\", \"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\": \"SH-GE500 Men's MTB Shoes\", \"asin\": \"B0CKY21WX3\", \"price\": \"$140.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 5 left in stock - order soon.\"},\n{\"title\": \"SH-GE700 Men's MTB Shoes\", \"asin\": \"B0CKXYJHHN\", \"price\": \"$180.00\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"SH-RC502 Lightweight Men's Road Cycling Shoe Packed with Pro Features\", \"asin\": \"B09HHLM97C\", \"price\": \"$160.00\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 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\": \"2025-04-11T22:32:57.785Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"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\": \"shimano GRX rx400\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.24\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"SHIMANO\\nSH-RC302 Bicycle Shoes\", \"asin\": \"B0D3QWBMXT\", \"price\": \"$130.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-XC702 Competition-Level Men's Off-Road Racing Shoe\", \"asin\": \"B0BB3JDKP7\", \"price\": \"$230.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-RC502 Lightweight Men's Road Cycling Shoe Packed with Pro Features\", \"asin\": \"B09HHLM97C\", \"price\": \"$160.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-GF400 Men's MTB Flat Shoes\", \"asin\": \"B0CKXZMC5Q\", \"price\": \"$120.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-GE500 Men's MTB Shoes\", \"asin\": \"B0CKXXHT8Y\", \"price\": \"$140.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-EX700 Men\\u2019s Gravel Touring Shoe\", \"asin\": \"B0D3QWBMXM\", \"price\": \"$180.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-RC302 Bicycle Shoes\", \"asin\": \"B0D3RBYF3S\", \"price\": \"$130.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-GF400 Men's MTB Flat Shoes\", \"asin\": \"B0CKXYQ9GV\", \"price\": \"$120.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-GE500 Men's MTB Shoes\", \"asin\": \"B0CKXXHT8Y\", \"price\": \"$140.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nCT and EX Series Everyday City Cycling Shoes\", \"asin\": \"B0B9CGDZVG\", \"price\": \"$120.00\", \"quantity\": \"\"},\n{\"title\": \"ULTIANT\\nMens Womens Cycling Shoes Compatible with Peloton Road Bike Riding Bicycle Pre-Installed Delta Cleats\", \"asin\": \"B0B7RW5QZ2\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"KESCOO\\nMens Womens Cycling Shoes Compatible with Peloton Bike Shoes and Delta Cleats Pre-Installed, Clip in Road Bike Riding Racing Biking Shoes Perfect for Indoor Outdoor\", \"asin\": \"B09N2W54WQ\", \"price\": \"$48.85\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"SH-RX801 Men\\u2019s Ultralight High Performance Gravel Racing Shoe\", \"asin\": \"B0B9CGB19L\", \"price\": \"$275.00\", \"delivery\": \"FREE delivery Apr 21 - 24\"},\n{\"title\": \"SH-RC302 Bicycle Shoes\", \"asin\": \"B0D3QWBMXT\", \"price\": \"$130.00\", \"delivery\": \"FREE delivery Apr 17 - 20 Or fastest delivery Thu, Apr 17\"},\n{\"title\": \"SH-RX801R Men\\u2019s Ultralight 3+ Season Gravel Racing Shoe\", \"asin\": \"B0B9CJ3HYY\", \"price\": \"$300.00\", \"delivery\": \"FREE delivery Apr 21 - 24\"},\n{\"title\": \"105 ST-R7020/GRX ST-RX400/BL-RX60 HANDGUARDS\", \"asin\": \"B07KQXXTTN\"},\n{\"title\": \"GRX RD-RX400 Rear Derailleur - 10-Speed, Long Cage, Black, With Clutch\", \"asin\": \"B07YMWDGDN\", \"price\": \"$59.95\", \"delivery\": \"FREE delivery Apr 18 - 22\"},\n{\"title\": \"GRX FD-RX400-F 2x10 Speed Braze-On Front Derailleur, 46t Max Chainring\", \"asin\": \"B07YMLQV4C\", \"price\": \"$43.51\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"GRX RD-RX400 GRX 10-Speed Rear derailleur, Shadow+, for Double, Black\", \"asin\": \"B07RVXQWKV\", \"price\": \"$56.10\", \"delivery\": \"FREE delivery Wed, Apr 23 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand\", \"asin\": \"B07RVX5HYQ\", \"price\": \"$148.05\", \"delivery\": \"FREE delivery Sat, Apr 26 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"BR-RX400 GRX BRAKE FLAT MOUNT W/ADAPTER FOR 140/160MM ROTOR W/L03A RESIN PAD (W/FIN)\", \"asin\": \"B07VP2XG51\", \"price\": \"$63.88\", \"delivery\": \"FREE delivery Apr 21 - 25 Or fastest delivery Apr 19 - 23\"},\n{\"title\": \"GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$158.92\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon.\"},\n{\"title\": \"RX400 Brake Caliper 140/160 Flat MOUN Cycling Accessories Adult Unisex Multicolour (Multicolour), One Size\", \"asin\": \"B07RSRGM23\", \"price\": \"$64.00\", \"delivery\": \"FREE delivery Apr 28 - May 13 Only 1 left in stock - order soon.\"},\n{\"title\": \"GRX FD-RX400 GRX Front mech, 10-Speed Double, Down Pull, braze-on Black,11-Speed Braze-on,IFDRX400F\", \"asin\": \"B07RPMS4X3\", \"price\": \"$41.75\", \"delivery\": \"FREE delivery Apr 28 - May 13\"},\n{\"title\": \"SH-XC702 Competition-Level Men's Off-Road Racing Shoe\", \"asin\": \"B0BB3JDKP7\", \"price\": \"$230.00\", \"delivery\": \"FREE delivery Apr 21 - 24\"},\n{\"title\": \"SH-GF400 Men's MTB Flat Shoes\", \"asin\": \"B0CKXZ84XS\", \"price\": \"$120.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"SH-GE900 Men's MTB Shoes\", \"asin\": \"B0CKXZRMZY\", \"price\": \"$225.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Left, 2x10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07X74XGNV\", \"price\": \"$212.17\", \"delivery\": \"FREE delivery Apr 17 - 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"SH-RX600 Men\\u2019s Versatile Gravel Cycling Shoe\", \"asin\": \"B0B9CGGMWF\", \"price\": \"$180.00\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"L04C ROAD BRAKE PADS BLACK\", \"asin\": \"B0BGXZPVDW\", \"price\": \"$27.21\", \"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\": \"GRX ST-RX600 11-Speed Right Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1700mm Hose\", \"asin\": \"B07VRZQY8K\", \"price\": \"$223.19\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 2-Speed, Left Hand, Black\", \"asin\": \"B07RSRGM3B\", \"price\": \"$124.45\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"XTR M9100 BRAKE PADS OEM RESIN PADS TITANIUM\", \"asin\": \"B0BS1GQDBM\", \"price\": \"$20.99\", \"delivery\": \"$3.99 delivery Tue, Apr 22\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Right, 10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07WZW538N\", \"price\": \"$199.95\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"GRX ST-RX600 2x11-Speed Left Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1000mm Hose\", \"asin\": \"B07VMRWBJ6\", \"price\": \"$218.35\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"Disc Road Bike Brake Pads for Shimano XTR-M9100 RX400/810 Tektro HD-R310 510 TRP-Hylex\", \"asin\": \"B0CPDKWDYR\", \"price\": \"$42.98\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"GRX ST-RX400 GRX 10-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front\", \"asin\": \"B08HL7Y6HW\", \"price\": \"$225.10\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"2 Pairs Bike Ceramic Brake Pads Compatible with Shimano XTR-M9100 Dura Ace R9170 GRX RX400 BR RS305 405 505 805 Tektro HD-R310/R510 TRP-Hylex Flat Mount\", \"asin\": \"B0CJ2KWS19\", \"price\": \"$11.69\", \"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\": \"GRX ST-RX400 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear\", \"asin\": \"B08HL2MD78\", \"price\": \"$221.17\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"GRX ST-RX600 GRX 11-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front,One Size,VARRX6002\", \"asin\": \"B08HL5DTSX\", \"price\": \"$259.64\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Brake Pads for SHIMANO Disc Brakes in Road, MTB, E-MTB, E-Road, E-Bike, Touring Bicycles | Semi-Metallic for XC, Light Enduro | Sintered for Steep Hill, Freeride | Organic for City, Urban\", \"asin\": \"B088WSYGPQ\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Apr 17 - 21 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"BR-06 Disc Brake Pads Compatible with Shimano L05A-RF L02A L03A - Resin with Cooling Fin\", \"asin\": \"B09XJWWSSB\", \"price\": \"$24.99\", \"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\": \"SH-GE500 Men's MTB Shoes\", \"asin\": \"B0CKY21WX3\", \"price\": \"$140.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 5 left in stock - order soon.\"},\n{\"title\": \"SH-GE700 Men's MTB Shoes\", \"asin\": \"B0CKXYJHHN\", \"price\": \"$180.00\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"SH-RC502 Lightweight Men's Road Cycling Shoe Packed with Pro Features\", \"asin\": \"B09HHLM97C\", \"price\": \"$160.00\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 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\": \"2025-04-11T22:33:00.222Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-11T22:33:00.222Z
click
search
rule
train
36
2025-04-11T22:33:00.222Z
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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "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": "shimano GRX rx400"}], "cart_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.24", "quantity": "1"}], "promotion_items": [{"title": "SHIMANO\nSH-RC302 Bicycle Shoes", "asin": "B0D3QWBMXT", "price": "$130.00", "quantity": ""}, {"title": "SHIMANO\nSH-XC702 Competition-Level Men's Off-Road Racing Shoe", "asin": "B0BB3JDKP7", "price": "$230.00", "quantity": ""}, {"title": "SHIMANO\nSH-RC502 Lightweight Men's Road Cycling Shoe Packed with Pro Features", "asin": "B09HHLM97C", "price": "$160.00", "quantity": ""}, {"title": "SHIMANO\nSH-GF400 Men's MTB Flat Shoes", "asin": "B0CKXZMC5Q", "price": "$120.00", "quantity": ""}, {"title": "SHIMANO\nSH-GE500 Men's MTB Shoes", "asin": "B0CKXXHT8Y", "price": "$140.00", "quantity": ""}, {"title": "SHIMANO\nSH-EX700 Men\u2019s Gravel Touring Shoe", "asin": "B0D3QWBMXM", "price": "$180.00", "quantity": ""}, {"title": "SHIMANO\nSH-RC302 Bicycle Shoes", "asin": "B0D3RBYF3S", "price": "$130.00", "quantity": ""}, {"title": "SHIMANO\nSH-GF400 Men's MTB Flat Shoes", "asin": "B0CKXYQ9GV", "price": "$120.00", "quantity": ""}, {"title": "SHIMANO\nSH-GE500 Men's MTB Shoes", "asin": "B0CKXXHT8Y", "price": "$140.00", "quantity": ""}, {"title": "SHIMANO\nCT and EX Series Everyday City Cycling Shoes", "asin": "B0B9CGDZVG", "price": "$120.00", "quantity": ""}, {"title": "ULTIANT\nMens Womens Cycling Shoes Compatible with Peloton Road Bike Riding Bicycle Pre-Installed Delta Cleats", "asin": "B0B7RW5QZ2", "price": "$44.99", "quantity": ""}, {"title": "KESCOO\nMens Womens Cycling Shoes Compatible with Peloton Bike Shoes and Delta Cleats Pre-Installed, Clip in Road Bike Riding Racing Biking Shoes Perfect for Indoor Outdoor", "asin": "B09N2W54WQ", "price": "$48.85", "quantity": ""}], "search_results": [{"title": "SH-RX801 Men\u2019s Ultralight High Performance Gravel Racing Shoe", "asin": "B0B9CGB19L", "price": "$275.00", "delivery": "FREE delivery Apr 21 - 24"}, {"title": "SH-RC302 Bicycle Shoes", "asin": "B0D3QWBMXT", "price": "$130.00", "delivery": "FREE delivery Apr 17 - 20 Or fastest delivery Thu, Apr 17"}, {"title": "SH-RX801R Men\u2019s Ultralight 3+ Season Gravel Racing Shoe", "asin": "B0B9CJ3HYY", "price": "$300.00", "delivery": "FREE delivery Apr 21 - 24"}, {"title": "105 ST-R7020/GRX ST-RX400/BL-RX60 HANDGUARDS", "asin": "B07KQXXTTN"}, {"title": "GRX RD-RX400 Rear Derailleur - 10-Speed, Long Cage, Black, With Clutch", "asin": "B07YMWDGDN", "price": "$59.95", "delivery": "FREE delivery Apr 18 - 22"}, {"title": "GRX FD-RX400-F 2x10 Speed Braze-On Front Derailleur, 46t Max Chainring", "asin": "B07YMLQV4C", "price": "$43.51", "delivery": "FREE delivery Apr 16 - 18"}, {"title": "GRX RD-RX400 GRX 10-Speed Rear derailleur, Shadow+, for Double, Black", "asin": "B07RVXQWKV", "price": "$56.10", "delivery": "FREE delivery Wed, Apr 23 Or fastest delivery Fri, Apr 18"}, {"title": "GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand", "asin": "B07RVX5HYQ", "price": "$148.05", "delivery": "FREE delivery Sat, Apr 26 Or fastest delivery Fri, Apr 18"}, {"title": "BR-RX400 GRX BRAKE FLAT MOUNT W/ADAPTER FOR 140/160MM ROTOR W/L03A RESIN PAD (W/FIN)", "asin": "B07VP2XG51", "price": "$63.88", "delivery": "FREE delivery Apr 21 - 25 Or fastest delivery Apr 19 - 23"}, {"title": "GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black", "asin": "B07YMBRRBN", "price": "$158.92", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon."}, {"title": "RX400 Brake Caliper 140/160 Flat MOUN Cycling Accessories Adult Unisex Multicolour (Multicolour), One Size", "asin": "B07RSRGM23", "price": "$64.00", "delivery": "FREE delivery Apr 28 - May 13 Only 1 left in stock - order soon."}, {"title": "GRX FD-RX400 GRX Front mech, 10-Speed Double, Down Pull, braze-on Black,11-Speed Braze-on,IFDRX400F", "asin": "B07RPMS4X3", "price": "$41.75", "delivery": "FREE delivery Apr 28 - May 13"}, {"title": "SH-XC702 Competition-Level Men's Off-Road Racing Shoe", "asin": "B0BB3JDKP7", "price": "$230.00", "delivery": "FREE delivery Apr 21 - 24"}, {"title": "SH-GF400 Men's MTB Flat Shoes", "asin": "B0CKXZ84XS", "price": "$120.00", "delivery": "FREE delivery Wed, Apr 16"}, {"title": "SH-GE900 Men's MTB Shoes", "asin": "B0CKXZRMZY", "price": "$225.00", "delivery": "FREE delivery Wed, Apr 16"}, {"title": "GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Left, 2x10-Speed, Flat Mount, Finned Resin Pads, Black", "asin": "B07X74XGNV", "price": "$212.17", "delivery": "FREE delivery Apr 17 - 21 Only 4 left in stock - order soon."}, {"title": "SH-RX600 Men\u2019s Versatile Gravel Cycling Shoe", "asin": "B0B9CGGMWF", "price": "$180.00", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16"}, {"title": "L04C ROAD BRAKE PADS BLACK", "asin": "B0BGXZPVDW", "price": "$27.21", "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": "GRX ST-RX600 11-Speed Right Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1700mm Hose", "asin": "B07VRZQY8K", "price": "$223.19", "delivery": "FREE delivery Apr 15 - 17"}, {"title": "GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 2-Speed, Left Hand, Black", "asin": "B07RSRGM3B", "price": "$124.45", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "XTR M9100 BRAKE PADS OEM RESIN PADS TITANIUM", "asin": "B0BS1GQDBM", "price": "$20.99", "delivery": "$3.99 delivery Tue, Apr 22"}, {"title": "GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Right, 10-Speed, Flat Mount, Finned Resin Pads, Black", "asin": "B07WZW538N", "price": "$199.95", "delivery": "FREE delivery Apr 16 - 18 Only 1 left in stock - order soon."}, {"title": "GRX ST-RX600 2x11-Speed Left Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1000mm Hose", "asin": "B07VMRWBJ6", "price": "$218.35", "delivery": "FREE delivery Apr 15 - 17"}, {"title": "Disc Road Bike Brake Pads for Shimano XTR-M9100 RX400/810 Tektro HD-R310 510 TRP-Hylex", "asin": "B0CPDKWDYR", "price": "$42.98", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16"}, {"title": "GRX ST-RX400 GRX 10-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front", "asin": "B08HL7Y6HW", "price": "$225.10", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "2 Pairs Bike Ceramic Brake Pads Compatible with Shimano XTR-M9100 Dura Ace R9170 GRX RX400 BR RS305 405 505 805 Tektro HD-R310/R510 TRP-Hylex Flat Mount", "asin": "B0CJ2KWS19", "price": "$11.69", "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": "GRX ST-RX400 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear", "asin": "B08HL2MD78", "price": "$221.17", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "GRX ST-RX600 GRX 11-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front,One Size,VARRX6002", "asin": "B08HL5DTSX", "price": "$259.64", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "Brake Pads for SHIMANO Disc Brakes in Road, MTB, E-MTB, E-Road, E-Bike, Touring Bicycles | Semi-Metallic for XC, Light Enduro | Sintered for Steep Hill, Freeride | Organic for City, Urban", "asin": "B088WSYGPQ", "price": "$18.99", "delivery": "FREE delivery Apr 17 - 21 Or fastest delivery Apr 15 - 16"}, {"title": "BR-06 Disc Brake Pads Compatible with Shimano L05A-RF L02A L03A - Resin with Cooling Fin", "asin": "B09XJWWSSB", "price": "$24.99", "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": "SH-GE500 Men's MTB Shoes", "asin": "B0CKY21WX3", "price": "$140.00", "delivery": "FREE delivery Wed, Apr 16 Only 5 left in stock - order soon."}, {"title": "SH-GE700 Men's MTB Shoes", "asin": "B0CKXYJHHN", "price": "$180.00", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16"}, {"title": "SH-RC502 Lightweight Men's Road Cycling Shoe Packed with Pro Features", "asin": "B09HHLM97C", "price": "$160.00", "delivery": "Prime members get FREE delivery Mon, Apr 14 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": "2025-04-11T22:33:00.222Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-11T22:33:00.222Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-11T22:33:00.222Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 36, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"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\": \"shimano GRX rx400\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.24\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"SHIMANO\\nSH-RC302 Bicycle Shoes\", \"asin\": \"B0D3QWBMXT\", \"price\": \"$130.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-XC702 Competition-Level Men's Off-Road Racing Shoe\", \"asin\": \"B0BB3JDKP7\", \"price\": \"$230.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-RC502 Lightweight Men's Road Cycling Shoe Packed with Pro Features\", \"asin\": \"B09HHLM97C\", \"price\": \"$160.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-GF400 Men's MTB Flat Shoes\", \"asin\": \"B0CKXZMC5Q\", \"price\": \"$120.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-GE500 Men's MTB Shoes\", \"asin\": \"B0CKXXHT8Y\", \"price\": \"$140.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-EX700 Men\\u2019s Gravel Touring Shoe\", \"asin\": \"B0D3QWBMXM\", \"price\": \"$180.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-RC302 Bicycle Shoes\", \"asin\": \"B0D3RBYF3S\", \"price\": \"$130.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-GF400 Men's MTB Flat Shoes\", \"asin\": \"B0CKXYQ9GV\", \"price\": \"$120.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nSH-GE500 Men's MTB Shoes\", \"asin\": \"B0CKXXHT8Y\", \"price\": \"$140.00\", \"quantity\": \"\"},\n{\"title\": \"SHIMANO\\nCT and EX Series Everyday City Cycling Shoes\", \"asin\": \"B0B9CGDZVG\", \"price\": \"$120.00\", \"quantity\": \"\"},\n{\"title\": \"ULTIANT\\nMens Womens Cycling Shoes Compatible with Peloton Road Bike Riding Bicycle Pre-Installed Delta Cleats\", \"asin\": \"B0B7RW5QZ2\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"KESCOO\\nMens Womens Cycling Shoes Compatible with Peloton Bike Shoes and Delta Cleats Pre-Installed, Clip in Road Bike Riding Racing Biking Shoes Perfect for Indoor Outdoor\", \"asin\": \"B09N2W54WQ\", \"price\": \"$48.85\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"SH-RX801 Men\\u2019s Ultralight High Performance Gravel Racing Shoe\", \"asin\": \"B0B9CGB19L\", \"price\": \"$275.00\", \"delivery\": \"FREE delivery Apr 21 - 24\"},\n{\"title\": \"SH-RC302 Bicycle Shoes\", \"asin\": \"B0D3QWBMXT\", \"price\": \"$130.00\", \"delivery\": \"FREE delivery Apr 17 - 20 Or fastest delivery Thu, Apr 17\"},\n{\"title\": \"SH-RX801R Men\\u2019s Ultralight 3+ Season Gravel Racing Shoe\", \"asin\": \"B0B9CJ3HYY\", \"price\": \"$300.00\", \"delivery\": \"FREE delivery Apr 21 - 24\"},\n{\"title\": \"105 ST-R7020/GRX ST-RX400/BL-RX60 HANDGUARDS\", \"asin\": \"B07KQXXTTN\"},\n{\"title\": \"GRX RD-RX400 Rear Derailleur - 10-Speed, Long Cage, Black, With Clutch\", \"asin\": \"B07YMWDGDN\", \"price\": \"$59.95\", \"delivery\": \"FREE delivery Apr 18 - 22\"},\n{\"title\": \"GRX FD-RX400-F 2x10 Speed Braze-On Front Derailleur, 46t Max Chainring\", \"asin\": \"B07YMLQV4C\", \"price\": \"$43.51\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"GRX RD-RX400 GRX 10-Speed Rear derailleur, Shadow+, for Double, Black\", \"asin\": \"B07RVXQWKV\", \"price\": \"$56.10\", \"delivery\": \"FREE delivery Wed, Apr 23 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand\", \"asin\": \"B07RVX5HYQ\", \"price\": \"$148.05\", \"delivery\": \"FREE delivery Sat, Apr 26 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"BR-RX400 GRX BRAKE FLAT MOUNT W/ADAPTER FOR 140/160MM ROTOR W/L03A RESIN PAD (W/FIN)\", \"asin\": \"B07VP2XG51\", \"price\": \"$63.88\", \"delivery\": \"FREE delivery Apr 21 - 25 Or fastest delivery Apr 19 - 23\"},\n{\"title\": \"GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$158.92\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon.\"},\n{\"title\": \"RX400 Brake Caliper 140/160 Flat MOUN Cycling Accessories Adult Unisex Multicolour (Multicolour), One Size\", \"asin\": \"B07RSRGM23\", \"price\": \"$64.00\", \"delivery\": \"FREE delivery Apr 28 - May 13 Only 1 left in stock - order soon.\"},\n{\"title\": \"GRX FD-RX400 GRX Front mech, 10-Speed Double, Down Pull, braze-on Black,11-Speed Braze-on,IFDRX400F\", \"asin\": \"B07RPMS4X3\", \"price\": \"$41.75\", \"delivery\": \"FREE delivery Apr 28 - May 13\"},\n{\"title\": \"SH-XC702 Competition-Level Men's Off-Road Racing Shoe\", \"asin\": \"B0BB3JDKP7\", \"price\": \"$230.00\", \"delivery\": \"FREE delivery Apr 21 - 24\"},\n{\"title\": \"SH-GF400 Men's MTB Flat Shoes\", \"asin\": \"B0CKXZ84XS\", \"price\": \"$120.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"SH-GE900 Men's MTB Shoes\", \"asin\": \"B0CKXZRMZY\", \"price\": \"$225.00\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Left, 2x10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07X74XGNV\", \"price\": \"$212.17\", \"delivery\": \"FREE delivery Apr 17 - 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"SH-RX600 Men\\u2019s Versatile Gravel Cycling Shoe\", \"asin\": \"B0B9CGGMWF\", \"price\": \"$180.00\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"L04C ROAD BRAKE PADS BLACK\", \"asin\": \"B0BGXZPVDW\", \"price\": \"$27.21\", \"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\": \"GRX ST-RX600 11-Speed Right Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1700mm Hose\", \"asin\": \"B07VRZQY8K\", \"price\": \"$223.19\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 2-Speed, Left Hand, Black\", \"asin\": \"B07RSRGM3B\", \"price\": \"$124.45\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"XTR M9100 BRAKE PADS OEM RESIN PADS TITANIUM\", \"asin\": \"B0BS1GQDBM\", \"price\": \"$20.99\", \"delivery\": \"$3.99 delivery Tue, Apr 22\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Right, 10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07WZW538N\", \"price\": \"$199.95\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"GRX ST-RX600 2x11-Speed Left Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1000mm Hose\", \"asin\": \"B07VMRWBJ6\", \"price\": \"$218.35\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"Disc Road Bike Brake Pads for Shimano XTR-M9100 RX400/810 Tektro HD-R310 510 TRP-Hylex\", \"asin\": \"B0CPDKWDYR\", \"price\": \"$42.98\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"GRX ST-RX400 GRX 10-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front\", \"asin\": \"B08HL7Y6HW\", \"price\": \"$225.10\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"2 Pairs Bike Ceramic Brake Pads Compatible with Shimano XTR-M9100 Dura Ace R9170 GRX RX400 BR RS305 405 505 805 Tektro HD-R310/R510 TRP-Hylex Flat Mount\", \"asin\": \"B0CJ2KWS19\", \"price\": \"$11.69\", \"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\": \"GRX ST-RX400 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear\", \"asin\": \"B08HL2MD78\", \"price\": \"$221.17\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"GRX ST-RX600 GRX 11-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front,One Size,VARRX6002\", \"asin\": \"B08HL5DTSX\", \"price\": \"$259.64\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Brake Pads for SHIMANO Disc Brakes in Road, MTB, E-MTB, E-Road, E-Bike, Touring Bicycles | Semi-Metallic for XC, Light Enduro | Sintered for Steep Hill, Freeride | Organic for City, Urban\", \"asin\": \"B088WSYGPQ\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Apr 17 - 21 Or fastest delivery Apr 15 - 16\"},\n{\"title\": \"BR-06 Disc Brake Pads Compatible with Shimano L05A-RF L02A L03A - Resin with Cooling Fin\", \"asin\": \"B09XJWWSSB\", \"price\": \"$24.99\", \"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\": \"SH-GE500 Men's MTB Shoes\", \"asin\": \"B0CKY21WX3\", \"price\": \"$140.00\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 5 left in stock - order soon.\"},\n{\"title\": \"SH-GE700 Men's MTB Shoes\", \"asin\": \"B0CKXYJHHN\", \"price\": \"$180.00\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"SH-RC502 Lightweight Men's Road Cycling Shoe Packed with Pro Features\", \"asin\": \"B09HHLM97C\", \"price\": \"$160.00\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 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\": \"2025-04-11T22:33:00.222Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"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\": \"shimano GRX rx400\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.24\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$158.92\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon.\"},\n{\"title\": \"GRX RD-RX400 Rear Derailleur - 10-Speed, Long Cage, Black, With Clutch\", \"asin\": \"B07YMWDGDN\", \"price\": \"$59.95\", \"delivery\": \"FREE delivery Apr 18 - 22\"},\n{\"title\": \"GRX RD-RX400 GRX 10-Speed Rear derailleur, Shadow+, for Double, Black\", \"asin\": \"B07RVXQWKV\", \"price\": \"$56.10\", \"delivery\": \"FREE delivery Wed, Apr 23 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$158.92\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon.\"},\n{\"title\": \"GRX FD-RX400-F 2x10 Speed Braze-On Front Derailleur, 46t Max Chainring\", \"asin\": \"B07YMLQV4C\", \"price\": \"$43.51\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"105 ST-R7020/GRX ST-RX400/BL-RX60 HANDGUARDS\", \"asin\": \"B07KQXXTTN\"},\n{\"title\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand\", \"asin\": \"B07RVX5HYQ\", \"price\": \"$148.05\", \"delivery\": \"FREE delivery Sat, Apr 26 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Left, 2x10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07X74XGNV\", \"price\": \"$212.17\", \"delivery\": \"FREE delivery Apr 17 - 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Right, 10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07WZW538N\", \"price\": \"$199.95\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"BR-RX400 GRX BRAKE FLAT MOUNT W/ADAPTER FOR 140/160MM ROTOR W/L03A RESIN PAD (W/FIN)\", \"asin\": \"B07VP2XG51\", \"price\": \"$63.88\", \"delivery\": \"FREE delivery Apr 21 - 25 Or fastest delivery Apr 19 - 23\"},\n{\"title\": \"GRX ST-RX600 11-Speed Right Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1700mm Hose\", \"asin\": \"B07VRZQY8K\", \"price\": \"$223.19\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"GRX ST-RX600 2x11-Speed Left Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1000mm Hose\", \"asin\": \"B07VMRWBJ6\", \"price\": \"$218.35\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"One 85 or 108 Millimeters Oversized BMX V-Brakes with Sealed Bearing Pivots, Flexible Cable Noodle, Cold Forged Arms & 2 Millimeters Allen Key Tensions Bolt\", \"asin\": \"B00B90ELY6\", \"price\": \"$85.00\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 16 left in stock - order soon.\"},\n{\"title\": \"Rekon - Dual Compound - 29 - EXO - E25 Rating, Tubeless | Semi-Slick XC Race Tire\", \"asin\": \"B082BPC99W\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Disc Road Bike Brake Pads for Shimano XTR-M9100 RX400/810 Tektro HD-R310 510 TRP-Hylex\", \"asin\": \"B08M8YZ7GT\", \"price\": \"$22.98\", \"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 Only 11 left in stock (more on the way).\"},\n{\"title\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 2-Speed, Left Hand, Black\", \"asin\": \"B07RSRGM3B\", \"price\": \"$124.45\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"GRX FD-RX400 GRX Front mech, 10-Speed Double, Down Pull, braze-on Black,11-Speed Braze-on,IFDRX400F\", \"asin\": \"B07RPMS4X3\", \"price\": \"$41.75\", \"delivery\": \"FREE delivery Apr 28 - May 13\"},\n{\"title\": \"GRX RD-RX812 Rear Derailleur - 11-Speed, Long Cage, Black, With Clutch, For 1x\", \"asin\": \"B07VT2XG79\", \"price\": \"$98.35\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"GRX ST-RX400 GRX 10-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front\", \"asin\": \"B08HL7Y6HW\", \"price\": \"$225.10\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"GRX ST-RX400 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear\", \"asin\": \"B08HL2MD78\", \"price\": \"$221.17\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Grx Fc-Rx600 1X Crankset Black, 170Mm, 40T\", \"asin\": \"B07VQZFWPT\", \"price\": \"$128.83\", \"delivery\": \"FREE delivery Apr 15 - 16\"},\n{\"title\": \"GRX ST-RX600 GRX 11-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front,One Size,VARRX6002\", \"asin\": \"B08HL5DTSX\", \"price\": \"$259.64\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Rear Brake Caliper Shim. Plumber. GRX BR-RX400\", \"asin\": \"B07RNL3SNC\", \"price\": \"$58.93\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"RD-RX810 GRX Rear DERAILLEUR 11SPD\", \"asin\": \"B07VT3X6JJ\", \"price\": \"$103.83\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"GRX FD-RX810-F 2 x 11 Speed Braze-On Front Derailleur, 50t max Chainring\", \"asin\": \"B07VQ2VJRR\", \"price\": \"$47.99\", \"delivery\": \"FREE delivery Apr 24 - May 7\"},\n{\"title\": \"Grx Br-Rx810 Flat Mount Disc Brake Caliper Black, Right/Rear\", \"asin\": \"B07YMSPGRD\", \"price\": \"$79.98\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Grx Fc-Rx600 Crankset\", \"asin\": \"B07V265PYH\", \"price\": \"$138.16\", \"delivery\": \"FREE delivery Apr 15 - 16\"},\n{\"title\": \"GRX BR-RX810 GBR-RX calliper, flat mount, with adapter for 140/160 mm, front\", \"asin\": \"B07RRPJVDK\", \"price\": \"$77.89\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"GRX RD-RX812 Rear Derailleur - 11-Speed, Long Cage, Black, With Clutch, For 1x\", \"asin\": \"B07VT2XG79\", \"price\": \"$98.35\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 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\": \"2025-04-11T22:33:06.788Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-11T22:33:06.788Z
click_product
B07YMBRRBN
rule
train
37
2025-04-11T22:33:06.788Z
click_product
B07YMBRRBN
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"} {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"} {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"} {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "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": "shimano GRX rx400"}], "cart_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$26.45", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"}, {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"}, {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"}, {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"}, {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.24", "quantity": "1"}], "search_results": [{"title": "GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black", "asin": "B07YMBRRBN", "price": "$158.92", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon."}, {"title": "GRX RD-RX400 Rear Derailleur - 10-Speed, Long Cage, Black, With Clutch", "asin": "B07YMWDGDN", "price": "$59.95", "delivery": "FREE delivery Apr 18 - 22"}, {"title": "GRX RD-RX400 GRX 10-Speed Rear derailleur, Shadow+, for Double, Black", "asin": "B07RVXQWKV", "price": "$56.10", "delivery": "FREE delivery Wed, Apr 23 Or fastest delivery Fri, Apr 18"}, {"title": "GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black", "asin": "B07YMBRRBN", "price": "$158.92", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon."}, {"title": "GRX FD-RX400-F 2x10 Speed Braze-On Front Derailleur, 46t Max Chainring", "asin": "B07YMLQV4C", "price": "$43.51", "delivery": "FREE delivery Apr 16 - 18"}, {"title": "105 ST-R7020/GRX ST-RX400/BL-RX60 HANDGUARDS", "asin": "B07KQXXTTN"}, {"title": "GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand", "asin": "B07RVX5HYQ", "price": "$148.05", "delivery": "FREE delivery Sat, Apr 26 Or fastest delivery Fri, Apr 18"}, {"title": "GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Left, 2x10-Speed, Flat Mount, Finned Resin Pads, Black", "asin": "B07X74XGNV", "price": "$212.17", "delivery": "FREE delivery Apr 17 - 21 Only 4 left in stock - order soon."}, {"title": "GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Right, 10-Speed, Flat Mount, Finned Resin Pads, Black", "asin": "B07WZW538N", "price": "$199.95", "delivery": "FREE delivery Apr 16 - 18 Only 1 left in stock - order soon."}, {"title": "BR-RX400 GRX BRAKE FLAT MOUNT W/ADAPTER FOR 140/160MM ROTOR W/L03A RESIN PAD (W/FIN)", "asin": "B07VP2XG51", "price": "$63.88", "delivery": "FREE delivery Apr 21 - 25 Or fastest delivery Apr 19 - 23"}, {"title": "GRX ST-RX600 11-Speed Right Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1700mm Hose", "asin": "B07VRZQY8K", "price": "$223.19", "delivery": "FREE delivery Apr 15 - 17"}, {"title": "GRX ST-RX600 2x11-Speed Left Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1000mm Hose", "asin": "B07VMRWBJ6", "price": "$218.35", "delivery": "FREE delivery Apr 15 - 17"}, {"title": "One 85 or 108 Millimeters Oversized BMX V-Brakes with Sealed Bearing Pivots, Flexible Cable Noodle, Cold Forged Arms & 2 Millimeters Allen Key Tensions Bolt", "asin": "B00B90ELY6", "price": "$85.00", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 16 left in stock - order soon."}, {"title": "Rekon - Dual Compound - 29 - EXO - E25 Rating, Tubeless | Semi-Slick XC Race Tire", "asin": "B082BPC99W", "price": "$70.00", "delivery": "FREE delivery Tue, Apr 15"}, {"title": "Disc Road Bike Brake Pads for Shimano XTR-M9100 RX400/810 Tektro HD-R310 510 TRP-Hylex", "asin": "B08M8YZ7GT", "price": "$22.98", "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 Only 11 left in stock (more on the way)."}, {"title": "GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 2-Speed, Left Hand, Black", "asin": "B07RSRGM3B", "price": "$124.45", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "GRX FD-RX400 GRX Front mech, 10-Speed Double, Down Pull, braze-on Black,11-Speed Braze-on,IFDRX400F", "asin": "B07RPMS4X3", "price": "$41.75", "delivery": "FREE delivery Apr 28 - May 13"}, {"title": "GRX RD-RX812 Rear Derailleur - 11-Speed, Long Cage, Black, With Clutch, For 1x", "asin": "B07VT2XG79", "price": "$98.35", "delivery": "Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16"}, {"title": "GRX ST-RX400 GRX 10-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front", "asin": "B08HL7Y6HW", "price": "$225.10", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "GRX ST-RX400 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear", "asin": "B08HL2MD78", "price": "$221.17", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "Grx Fc-Rx600 1X Crankset Black, 170Mm, 40T", "asin": "B07VQZFWPT", "price": "$128.83", "delivery": "FREE delivery Apr 15 - 16"}, {"title": "GRX ST-RX600 GRX 11-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front,One Size,VARRX6002", "asin": "B08HL5DTSX", "price": "$259.64", "delivery": "FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18"}, {"title": "Rear Brake Caliper Shim. Plumber. GRX BR-RX400", "asin": "B07RNL3SNC", "price": "$58.93", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16"}, {"title": "RD-RX810 GRX Rear DERAILLEUR 11SPD", "asin": "B07VT3X6JJ", "price": "$103.83", "delivery": "FREE delivery Apr 15 - 17"}, {"title": "GRX FD-RX810-F 2 x 11 Speed Braze-On Front Derailleur, 50t max Chainring", "asin": "B07VQ2VJRR", "price": "$47.99", "delivery": "FREE delivery Apr 24 - May 7"}, {"title": "Grx Br-Rx810 Flat Mount Disc Brake Caliper Black, Right/Rear", "asin": "B07YMSPGRD", "price": "$79.98", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16"}, {"title": "Grx Fc-Rx600 Crankset", "asin": "B07V265PYH", "price": "$138.16", "delivery": "FREE delivery Apr 15 - 16"}, {"title": "GRX BR-RX810 GBR-RX calliper, flat mount, with adapter for 140/160 mm, front", "asin": "B07RRPJVDK", "price": "$77.89", "delivery": "Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16"}, {"title": "GRX RD-RX812 Rear Derailleur - 11-Speed, Long Cage, Black, With Clutch, For 1x", "asin": "B07VT2XG79", "price": "$98.35", "delivery": "Prime members get FREE delivery Sun, Apr 13 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": "2025-04-11T22:33:06.788Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-11T22:33:06.788Z\",\"action\": \"click_product\",\"acion_argument\": \"B07YMBRRBN\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-11T22:33:06.788Z\",\"action\": \"click_product\",\"acion_argument\": \"B07YMBRRBN\",}</answer>", "index": 37, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-03T01:06:31.719Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T01:06:36.176Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMQZ2HFJ\"}\n{\"timestamp\": \"2025-04-03T01:06:46.589Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:53.317Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:55.971Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:06:59.511Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:35.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:07:42.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:12.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:25.056Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:28.535Z\", \"action\": \"purchase\", \"action_argument\": \"B0DBZ3JYRF\"}\n{\"timestamp\": \"2025-04-03T01:08:33.297Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:40.408Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:08:45.088Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T01:09:12.992Z\", \"action\": \"purchase\", \"action_argument\": \"B0D418HHPL\"}\n{\"timestamp\": \"2025-04-03T21:01:16.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T21:01:48.059Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"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\": \"shimano GRX rx400\"}],\n\"cart_items\": [{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$26.45\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\\\"\", \"asin\": \"B0D9GQMXBV\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)\", \"asin\": \"B0CLKPNDKL\", \"price\": \"$31.21\", \"quantity\": \"1\"},\n{\"title\": \"Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters\", \"asin\": \"B06XCH21YH\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"price\": \"$14.24\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$158.92\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon.\"},\n{\"title\": \"GRX RD-RX400 Rear Derailleur - 10-Speed, Long Cage, Black, With Clutch\", \"asin\": \"B07YMWDGDN\", \"price\": \"$59.95\", \"delivery\": \"FREE delivery Apr 18 - 22\"},\n{\"title\": \"GRX RD-RX400 GRX 10-Speed Rear derailleur, Shadow+, for Double, Black\", \"asin\": \"B07RVXQWKV\", \"price\": \"$56.10\", \"delivery\": \"FREE delivery Wed, Apr 23 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"GRX ST-RX400 Hydraulic Brake/Shift Lever - Left, 2x10-Speed, Black\", \"asin\": \"B07YMBRRBN\", \"price\": \"$158.92\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 3 left in stock - order soon.\"},\n{\"title\": \"GRX FD-RX400-F 2x10 Speed Braze-On Front Derailleur, 46t Max Chainring\", \"asin\": \"B07YMLQV4C\", \"price\": \"$43.51\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n{\"title\": \"105 ST-R7020/GRX ST-RX400/BL-RX60 HANDGUARDS\", \"asin\": \"B07KQXXTTN\"},\n{\"title\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 10-Speed, Right Hand\", \"asin\": \"B07RVX5HYQ\", \"price\": \"$148.05\", \"delivery\": \"FREE delivery Sat, Apr 26 Or fastest delivery Fri, Apr 18\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Left, 2x10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07X74XGNV\", \"price\": \"$212.17\", \"delivery\": \"FREE delivery Apr 17 - 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"GRX ST-RX400/BR-RX400 Hydraulic Disc Brake and Brake/Shift Lever - Right, 10-Speed, Flat Mount, Finned Resin Pads, Black\", \"asin\": \"B07WZW538N\", \"price\": \"$199.95\", \"delivery\": \"FREE delivery Apr 16 - 18 Only 1 left in stock - order soon.\"},\n{\"title\": \"BR-RX400 GRX BRAKE FLAT MOUNT W/ADAPTER FOR 140/160MM ROTOR W/L03A RESIN PAD (W/FIN)\", \"asin\": \"B07VP2XG51\", \"price\": \"$63.88\", \"delivery\": \"FREE delivery Apr 21 - 25 Or fastest delivery Apr 19 - 23\"},\n{\"title\": \"GRX ST-RX600 11-Speed Right Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1700mm Hose\", \"asin\": \"B07VRZQY8K\", \"price\": \"$223.19\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"GRX ST-RX600 2x11-Speed Left Drop-Bar Shifter/Hydraulic Brake Lever with BR-RX400 Flat Mount Caliper, Pre-Bled 1000mm Hose\", \"asin\": \"B07VMRWBJ6\", \"price\": \"$218.35\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"One 85 or 108 Millimeters Oversized BMX V-Brakes with Sealed Bearing Pivots, Flexible Cable Noodle, Cold Forged Arms & 2 Millimeters Allen Key Tensions Bolt\", \"asin\": \"B00B90ELY6\", \"price\": \"$85.00\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16 Only 16 left in stock - order soon.\"},\n{\"title\": \"Rekon - Dual Compound - 29 - EXO - E25 Rating, Tubeless | Semi-Slick XC Race Tire\", \"asin\": \"B082BPC99W\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Disc Road Bike Brake Pads for Shimano XTR-M9100 RX400/810 Tektro HD-R310 510 TRP-Hylex\", \"asin\": \"B08M8YZ7GT\", \"price\": \"$22.98\", \"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 Only 11 left in stock (more on the way).\"},\n{\"title\": \"GRX ST-RX400 GRX Mechanical Shift Hydraulic STI Lever, 2-Speed, Left Hand, Black\", \"asin\": \"B07RSRGM3B\", \"price\": \"$124.45\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"GRX FD-RX400 GRX Front mech, 10-Speed Double, Down Pull, braze-on Black,11-Speed Braze-on,IFDRX400F\", \"asin\": \"B07RPMS4X3\", \"price\": \"$41.75\", \"delivery\": \"FREE delivery Apr 28 - May 13\"},\n{\"title\": \"GRX RD-RX812 Rear Derailleur - 11-Speed, Long Cage, Black, With Clutch, For 1x\", \"asin\": \"B07VT2XG79\", \"price\": \"$98.35\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"GRX ST-RX400 GRX 10-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front\", \"asin\": \"B08HL7Y6HW\", \"price\": \"$225.10\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"GRX ST-RX400 GRX 2-Speed STI Bled with BR-RX400 Flat Mount calliper, Left Rear\", \"asin\": \"B08HL2MD78\", \"price\": \"$221.17\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Grx Fc-Rx600 1X Crankset Black, 170Mm, 40T\", \"asin\": \"B07VQZFWPT\", \"price\": \"$128.83\", \"delivery\": \"FREE delivery Apr 15 - 16\"},\n{\"title\": \"GRX ST-RX600 GRX 11-Speed STI Bled with BR-RX400 Flat Mount calliper, Right Front,One Size,VARRX6002\", \"asin\": \"B08HL5DTSX\", \"price\": \"$259.64\", \"delivery\": \"FREE delivery Apr 28 - May 12 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Rear Brake Caliper Shim. Plumber. GRX BR-RX400\", \"asin\": \"B07RNL3SNC\", \"price\": \"$58.93\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"RD-RX810 GRX Rear DERAILLEUR 11SPD\", \"asin\": \"B07VT3X6JJ\", \"price\": \"$103.83\", \"delivery\": \"FREE delivery Apr 15 - 17\"},\n{\"title\": \"GRX FD-RX810-F 2 x 11 Speed Braze-On Front Derailleur, 50t max Chainring\", \"asin\": \"B07VQ2VJRR\", \"price\": \"$47.99\", \"delivery\": \"FREE delivery Apr 24 - May 7\"},\n{\"title\": \"Grx Br-Rx810 Flat Mount Disc Brake Caliper Black, Right/Rear\", \"asin\": \"B07YMSPGRD\", \"price\": \"$79.98\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"Grx Fc-Rx600 Crankset\", \"asin\": \"B07V265PYH\", \"price\": \"$138.16\", \"delivery\": \"FREE delivery Apr 15 - 16\"},\n{\"title\": \"GRX BR-RX810 GBR-RX calliper, flat mount, with adapter for 140/160 mm, front\", \"asin\": \"B07RRPJVDK\", \"price\": \"$77.89\", \"delivery\": \"Prime members get FREE delivery Mon, Apr 14 Or Non-members get FREE delivery Wed, Apr 16\"},\n{\"title\": \"GRX RD-RX812 Rear Derailleur - 11-Speed, Long Cage, Black, With Clutch, For 1x\", \"asin\": \"B07VT2XG79\", \"price\": \"$98.35\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 13 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\": \"2025-04-11T22:33:06.788Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\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\": \"2025-04-14T21:38:56.748Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:38:56.748Z
click
nav_bar
rule
train
38
2025-04-14T21:38:56.748Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|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": "2025-04-14T21:38:56.748Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:38:56.748Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:38:56.748Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>", "index": 38, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\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\": \"2025-04-14T21:38:56.748Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"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\": \"Scotch Vinyl 700 Electrical Tape, 1 Roll, Black, 3/4-in x 66-ft, General Purpose, Commercial Grade, Rated for Temperatures Up to 194-Degree, Highly Flexible, Stretchy & Conformable (700)\", \"asin\": \"B001AXD0EY\", \"price\": \"$2.00\", \"quantity\": \"\"},\n{\"title\": \"Park Tool PolyLube 1000 Bicycle Grease\", \"asin\": \"B000NORVHI\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Continental Race 28\\\" Wide 700x25-32c Inner Tubes - 42mm Presta Valve (Pack of 2 w/Conti Sticker)\", \"asin\": \"B09M4BX2HR\", \"price\": \"$14.47\", \"quantity\": \"\"},\n{\"title\": \"Continental Grand Prix 5000 S TR 700x28 Black - Tubeless Ready - Pack of 2 Tires\", \"asin\": \"B0C7QVZZ7G\", \"price\": \"$148.00\", \"quantity\": \"\"},\n{\"title\": \"Vittoria Competition Latex Tube - Performance Bike Tire Tube - Lightweight Bicycle Inner Tubes for Racing - 48mm Valve\", \"asin\": \"B084CXNQ35\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Jagwire - 2X Pro Universal Gear Shift Kit | for Road, MTN and Gravel | Compatible with SRAM and Shimano Gears, Polished Stainless Steel Cables, 10 Color Options\", \"asin\": \"B077F9ZMKF\", \"price\": \"$30.32\", \"quantity\": \"\"},\n{\"title\": \"Planet Bike Century Gel Pads for Bike Handlebar Tape\", \"asin\": \"B000QSXYHM\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"GOTRAX Cup Holder, Bike Water Bottle Holder for E Scooters & E-Bikes - Adaptable, No-Screw Installation, Mesh Pockets, Sticky Straps - Fits Cups Diameter Less Than 3.15in/8cm - Black\", \"asin\": \"B0B9JP9BZ3\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Scented Sachets for Drawer and Closet,Home Fragrance Sachets Gifts for Men Women Wardrobe,Car Fragrance\", \"asin\": \"B0CYC1H5F6\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Polar Bottle Breakaway Insulated by HydraPak (20oz & 24oz) - BPA Free, Cycling & Sports Squeeze Water Bottle\", \"asin\": \"B08W235Z9X\", \"price\": \"$23.11\", \"quantity\": \"\"},\n{\"title\": \"Airkeep Car Air Freshener - Clean Linen Scented Sachets for Drawer and Closet,Home Fragrance Sachets Gifts for Men Women Wardrobe,Car Fragrance\", \"asin\": \"B0CYC6TNR7\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"W1cwey 4pcs Cartoon Cat Student Driver Car Magnets \\u2013 Cute Reflective New Driver Signs, Reusable Bumper Safety Stickers for Teens (Nervous Cat Design)\", \"asin\": \"B0BM4CPQQ4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Winner Soft Face Towels - 100% USA Cotton Dry Wipes, 600 Count Unscented Cotton Tissues for Sensitive Skin, OEKO-TEX Certified Face Towelettes Disposable, Makeup Remover Facial Towels, 6 Pack\", \"asin\": \"B06XY6HJQ7\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"JiatuA Car Trunk Organizer for SUV, Car Storage Organizer Collapsible Multi Compartment Container Box Adjustable Car Accessories for Women Men, Beige\", \"asin\": \"B0CY4FGGXX\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"delivery\": \"FREE delivery Apr 18 - 22 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Terra Bondcush Tacky\"}, {\"Color\": \"Green\"}, {\"Size\": \"3mm\"}]},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"delivery\": \"FREE delivery Sat, Apr 19 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"Medium\"}]},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"delivery\": \"FREE delivery Sat, Apr 19 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Tassel Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"delivery\": \"FREE delivery Sat, Apr 19 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White Jasmine(Square Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"delivery\": \"FREE delivery Sat, Apr 19 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Square Ceramic)\"}]}],\n\"saved_items\": [{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 1)\"}, {\"Style\": \"Extra Gentle\"}]},\n{\"title\": \"Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)\", \"asin\": \"B0BRK5JKPK\", \"options\": [{\"Item Shape\": \"U Grey\"}]},\n{\"asin\": \"B0BRK5JKPK\", \"options\": []},\n{\"title\": \"M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More\", \"asin\": \"B00063678K\", \"options\": [{\"Style\": \"Sustain Pedal\"}]},\n{\"title\": \"MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe\", \"asin\": \"B0DLB23DTS\", \"options\": [{\"Size\": \"24 oz 32 oz\"}]},\n{\"title\": \"Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz\", \"asin\": \"B0C449R6PX\", \"price\": \"$4.76\", \"options\": [{\"Size\": \"9.7 Ounce (Pack of 1)\"}]},\n{\"title\": \"UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\\\" x 30\\\", Easy to Clean\", \"asin\": \"B0B5N7N4K1\", \"options\": [{\"Size\": \"17\\\" x 30\\\"\"}, {\"Color\": \"Cute Cat\"}]},\n{\"asin\": \"B0B5N7N4K1\", \"options\": []},\n{\"title\": \"L'OREAL PROFESSIONNEL PARIS Absolut Repair 10-in-1 Oil \\u2013 Nourishing Multi-Benefit Oil For Dry & Damaged Hair, Repairs Hair and Provides Shine\", \"asin\": \"B0918FHY6P\", \"options\": []},\n{\"title\": \"Terramycin Antibiotic Ointment for Eye Infection Treatment in Dogs, Cats, Cattle, Horses, and Sheep, 0.125oz Tube\", \"asin\": \"B00063KGUK\", \"price\": \"$33.25\", \"options\": [{\"Style\": \"Modern\"}]},\n{\"title\": \"Potaroma Flapping Owl Cat Toys (No Flying), Lifelike Bird Chirp, Rechargeable Touch Activated Kitten Toy, Interactive Catnip Kicker Exercise Toys 4.0\\\" for All Breeds\", \"asin\": \"B0CBWX73PD\", \"options\": [{\"Style\": \"Owl\"}]},\n{\"title\": \"Fresh Step Outstretch Advanced Long Lasting Clumping Litter Simply Unscented, Activated Charcoal Litter Lasts 50% Longer, 32 lbs. (2 x 16 lb. Box)\", \"asin\": \"B09ZPWJJBW\", \"options\": [{\"Size\": \"32 lb\"}, {\"Style\": \"Advanced Outstretch - Simply Unscented\"}]},\n{\"asin\": \"B09ZPWJJBW\", \"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\": \"2025-04-14T21:39:00.252Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:39:00.252Z
click_product
B07HY3WF49
rule
train
39
2025-04-14T21:39:00.252Z
click_product
B07HY3WF49
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "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": "Scotch Vinyl 700 Electrical Tape, 1 Roll, Black, 3/4-in x 66-ft, General Purpose, Commercial Grade, Rated for Temperatures Up to 194-Degree, Highly Flexible, Stretchy & Conformable (700)", "asin": "B001AXD0EY", "price": "$2.00", "quantity": ""}, {"title": "Park Tool PolyLube 1000 Bicycle Grease", "asin": "B000NORVHI", "price": "$9.95", "quantity": ""}, {"title": "Continental Race 28\" Wide 700x25-32c Inner Tubes - 42mm Presta Valve (Pack of 2 w/Conti Sticker)", "asin": "B09M4BX2HR", "price": "$14.47", "quantity": ""}, {"title": "Continental Grand Prix 5000 S TR 700x28 Black - Tubeless Ready - Pack of 2 Tires", "asin": "B0C7QVZZ7G", "price": "$148.00", "quantity": ""}, {"title": "Vittoria Competition Latex Tube - Performance Bike Tire Tube - Lightweight Bicycle Inner Tubes for Racing - 48mm Valve", "asin": "B084CXNQ35", "price": "$19.49", "quantity": ""}, {"title": "Jagwire - 2X Pro Universal Gear Shift Kit | for Road, MTN and Gravel | Compatible with SRAM and Shimano Gears, Polished Stainless Steel Cables, 10 Color Options", "asin": "B077F9ZMKF", "price": "$30.32", "quantity": ""}, {"title": "Planet Bike Century Gel Pads for Bike Handlebar Tape", "asin": "B000QSXYHM", "price": "$17.99", "quantity": ""}, {"title": "GOTRAX Cup Holder, Bike Water Bottle Holder for E Scooters & E-Bikes - Adaptable, No-Screw Installation, Mesh Pockets, Sticky Straps - Fits Cups Diameter Less Than 3.15in/8cm - Black", "asin": "B0B9JP9BZ3", "price": "$16.99", "quantity": ""}, {"title": "Airkeep Car Air Freshener - White Jasmine Scented Sachets for Drawer and Closet,Home Fragrance Sachets Gifts for Men Women Wardrobe,Car Fragrance", "asin": "B0CYC1H5F6", "price": "$3.99", "quantity": ""}, {"title": "Polar Bottle Breakaway Insulated by HydraPak (20oz & 24oz) - BPA Free, Cycling & Sports Squeeze Water Bottle", "asin": "B08W235Z9X", "price": "$23.11", "quantity": ""}, {"title": "Airkeep Car Air Freshener - Clean Linen Scented Sachets for Drawer and Closet,Home Fragrance Sachets Gifts for Men Women Wardrobe,Car Fragrance", "asin": "B0CYC6TNR7", "price": "$7.99", "quantity": ""}, {"title": "W1cwey 4pcs Cartoon Cat Student Driver Car Magnets \u2013 Cute Reflective New Driver Signs, Reusable Bumper Safety Stickers for Teens (Nervous Cat Design)", "asin": "B0BM4CPQQ4", "price": "$8.99", "quantity": ""}, {"title": "Winner Soft Face Towels - 100% USA Cotton Dry Wipes, 600 Count Unscented Cotton Tissues for Sensitive Skin, OEKO-TEX Certified Face Towelettes Disposable, Makeup Remover Facial Towels, 6 Pack", "asin": "B06XY6HJQ7", "price": "$32.99", "quantity": ""}, {"title": "JiatuA Car Trunk Organizer for SUV, Car Storage Organizer Collapsible Multi Compartment Container Box Adjustable Car Accessories for Women Men, Beige", "asin": "B0CY4FGGXX", "price": "$16.99", "quantity": ""}], "active_items": [{"title": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "delivery": "FREE delivery Apr 18 - 22 FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}]}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "delivery": "FREE delivery Sat, Apr 19 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Black"}, {"Size": "Medium"}]}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "delivery": "FREE delivery Sat, Apr 19 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Ocean Mist&Sea Salt\uff08Tassel Ceramic)"}]}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "delivery": "FREE delivery Sat, Apr 19 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "White Jasmine(Square Ceramic)"}]}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "delivery": "FREE delivery Sat, Apr 19 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Ocean Mist&Sea Salt\uff08Square Ceramic)"}]}], "saved_items": [{"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "options": [{"Size": "16 Fl Oz (Pack of 1)"}, {"Style": "Extra Gentle"}]}, {"title": "Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)", "asin": "B0BRK5JKPK", "options": [{"Item Shape": "U Grey"}]}, {"asin": "B0BRK5JKPK", "options": []}, {"title": "M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More", "asin": "B00063678K", "options": [{"Style": "Sustain Pedal"}]}, {"title": "MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe", "asin": "B0DLB23DTS", "options": [{"Size": "24 oz 32 oz"}]}, {"title": "Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz", "asin": "B0C449R6PX", "price": "$4.76", "options": [{"Size": "9.7 Ounce (Pack of 1)"}]}, {"title": "UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\" x 30\", Easy to Clean", "asin": "B0B5N7N4K1", "options": [{"Size": "17\" x 30\""}, {"Color": "Cute Cat"}]}, {"asin": "B0B5N7N4K1", "options": []}, {"title": "L'OREAL PROFESSIONNEL PARIS Absolut Repair 10-in-1 Oil \u2013 Nourishing Multi-Benefit Oil For Dry & Damaged Hair, Repairs Hair and Provides Shine", "asin": "B0918FHY6P", "options": []}, {"title": "Terramycin Antibiotic Ointment for Eye Infection Treatment in Dogs, Cats, Cattle, Horses, and Sheep, 0.125oz Tube", "asin": "B00063KGUK", "price": "$33.25", "options": [{"Style": "Modern"}]}, {"title": "Potaroma Flapping Owl Cat Toys (No Flying), Lifelike Bird Chirp, Rechargeable Touch Activated Kitten Toy, Interactive Catnip Kicker Exercise Toys 4.0\" for All Breeds", "asin": "B0CBWX73PD", "options": [{"Style": "Owl"}]}, {"title": "Fresh Step Outstretch Advanced Long Lasting Clumping Litter Simply Unscented, Activated Charcoal Litter Lasts 50% Longer, 32 lbs. (2 x 16 lb. Box)", "asin": "B09ZPWJJBW", "options": [{"Size": "32 lb"}, {"Style": "Advanced Outstretch - Simply Unscented"}]}, {"asin": "B09ZPWJJBW", "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": "2025-04-14T21:39:00.252Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:39:00.252Z\",\"action\": \"click_product\",\"acion_argument\": \"B07HY3WF49\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:39:00.252Z\",\"action\": \"click_product\",\"acion_argument\": \"B07HY3WF49\",}</answer>", "index": 39, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"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\": \"Scotch Vinyl 700 Electrical Tape, 1 Roll, Black, 3/4-in x 66-ft, General Purpose, Commercial Grade, Rated for Temperatures Up to 194-Degree, Highly Flexible, Stretchy & Conformable (700)\", \"asin\": \"B001AXD0EY\", \"price\": \"$2.00\", \"quantity\": \"\"},\n{\"title\": \"Park Tool PolyLube 1000 Bicycle Grease\", \"asin\": \"B000NORVHI\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Continental Race 28\\\" Wide 700x25-32c Inner Tubes - 42mm Presta Valve (Pack of 2 w/Conti Sticker)\", \"asin\": \"B09M4BX2HR\", \"price\": \"$14.47\", \"quantity\": \"\"},\n{\"title\": \"Continental Grand Prix 5000 S TR 700x28 Black - Tubeless Ready - Pack of 2 Tires\", \"asin\": \"B0C7QVZZ7G\", \"price\": \"$148.00\", \"quantity\": \"\"},\n{\"title\": \"Vittoria Competition Latex Tube - Performance Bike Tire Tube - Lightweight Bicycle Inner Tubes for Racing - 48mm Valve\", \"asin\": \"B084CXNQ35\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Jagwire - 2X Pro Universal Gear Shift Kit | for Road, MTN and Gravel | Compatible with SRAM and Shimano Gears, Polished Stainless Steel Cables, 10 Color Options\", \"asin\": \"B077F9ZMKF\", \"price\": \"$30.32\", \"quantity\": \"\"},\n{\"title\": \"Planet Bike Century Gel Pads for Bike Handlebar Tape\", \"asin\": \"B000QSXYHM\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"GOTRAX Cup Holder, Bike Water Bottle Holder for E Scooters & E-Bikes - Adaptable, No-Screw Installation, Mesh Pockets, Sticky Straps - Fits Cups Diameter Less Than 3.15in/8cm - Black\", \"asin\": \"B0B9JP9BZ3\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Scented Sachets for Drawer and Closet,Home Fragrance Sachets Gifts for Men Women Wardrobe,Car Fragrance\", \"asin\": \"B0CYC1H5F6\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Polar Bottle Breakaway Insulated by HydraPak (20oz & 24oz) - BPA Free, Cycling & Sports Squeeze Water Bottle\", \"asin\": \"B08W235Z9X\", \"price\": \"$23.11\", \"quantity\": \"\"},\n{\"title\": \"Airkeep Car Air Freshener - Clean Linen Scented Sachets for Drawer and Closet,Home Fragrance Sachets Gifts for Men Women Wardrobe,Car Fragrance\", \"asin\": \"B0CYC6TNR7\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"W1cwey 4pcs Cartoon Cat Student Driver Car Magnets \\u2013 Cute Reflective New Driver Signs, Reusable Bumper Safety Stickers for Teens (Nervous Cat Design)\", \"asin\": \"B0BM4CPQQ4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Winner Soft Face Towels - 100% USA Cotton Dry Wipes, 600 Count Unscented Cotton Tissues for Sensitive Skin, OEKO-TEX Certified Face Towelettes Disposable, Makeup Remover Facial Towels, 6 Pack\", \"asin\": \"B06XY6HJQ7\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"JiatuA Car Trunk Organizer for SUV, Car Storage Organizer Collapsible Multi Compartment Container Box Adjustable Car Accessories for Women Men, Beige\", \"asin\": \"B0CY4FGGXX\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"delivery\": \"FREE delivery Apr 18 - 22 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Terra Bondcush Tacky\"}, {\"Color\": \"Green\"}, {\"Size\": \"3mm\"}]},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"delivery\": \"FREE delivery Sat, Apr 19 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"Medium\"}]},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"delivery\": \"FREE delivery Sat, Apr 19 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Tassel Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"delivery\": \"FREE delivery Sat, Apr 19 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White Jasmine(Square Ceramic)\"}]},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"delivery\": \"FREE delivery Sat, Apr 19 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Ocean Mist&Sea Salt\\uff08Square Ceramic)\"}]}],\n\"saved_items\": [{\"title\": \"ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz\", \"asin\": \"B07NF994VJ\", \"options\": [{\"Size\": \"16 Fl Oz (Pack of 1)\"}, {\"Style\": \"Extra Gentle\"}]},\n{\"title\": \"Keyboard Stand Piano 61 Key Piano Stand for 88 Keyboard 76 Key Keyboard Stand Locking Straps Adjustable Digital Piano Stand Electric Piano Stand for Students Adults Sturdy Musical Keyboard Stand(Grey)\", \"asin\": \"B0BRK5JKPK\", \"options\": [{\"Item Shape\": \"U Grey\"}]},\n{\"asin\": \"B0BRK5JKPK\", \"options\": []},\n{\"title\": \"M-Audio SP-2 - Universal Sustain Pedal with Piano Style Action For MIDI Keyboards, Digital Pianos & More\", \"asin\": \"B00063678K\", \"options\": [{\"Style\": \"Sustain Pedal\"}]},\n{\"title\": \"MIMORE Metal Straw for Owala 24 oz 32 oz - 6 PCS Satinless Steel Straw Compatible with Owala Straw Replacement - Resuable & Dishwasher Safe\", \"asin\": \"B0DLB23DTS\", \"options\": [{\"Size\": \"24 oz 32 oz\"}]},\n{\"title\": \"Nutella Biscuits, 20 Count Cookies, Hazelnut Spread with Cocoa, Holiday Christmas Cookies, 9.7 oz\", \"asin\": \"B0C449R6PX\", \"price\": \"$4.76\", \"options\": [{\"Size\": \"9.7 Ounce (Pack of 1)\"}]},\n{\"title\": \"UINI Door Mat Outdoor Indoor Welcome Mats, Cute Cat Front Doormat, Non Slip Durable Entrance Rugs for Front Door, Inside Outside Entry, Porch, Resist Dirt, 17\\\" x 30\\\", Easy to Clean\", \"asin\": \"B0B5N7N4K1\", \"options\": [{\"Size\": \"17\\\" x 30\\\"\"}, {\"Color\": \"Cute Cat\"}]},\n{\"asin\": \"B0B5N7N4K1\", \"options\": []},\n{\"title\": \"L'OREAL PROFESSIONNEL PARIS Absolut Repair 10-in-1 Oil \\u2013 Nourishing Multi-Benefit Oil For Dry & Damaged Hair, Repairs Hair and Provides Shine\", \"asin\": \"B0918FHY6P\", \"options\": []},\n{\"title\": \"Terramycin Antibiotic Ointment for Eye Infection Treatment in Dogs, Cats, Cattle, Horses, and Sheep, 0.125oz Tube\", \"asin\": \"B00063KGUK\", \"price\": \"$33.25\", \"options\": [{\"Style\": \"Modern\"}]},\n{\"title\": \"Potaroma Flapping Owl Cat Toys (No Flying), Lifelike Bird Chirp, Rechargeable Touch Activated Kitten Toy, Interactive Catnip Kicker Exercise Toys 4.0\\\" for All Breeds\", \"asin\": \"B0CBWX73PD\", \"options\": [{\"Style\": \"Owl\"}]},\n{\"title\": \"Fresh Step Outstretch Advanced Long Lasting Clumping Litter Simply Unscented, Activated Charcoal Litter Lasts 50% Longer, 32 lbs. (2 x 16 lb. Box)\", \"asin\": \"B09ZPWJJBW\", \"options\": [{\"Size\": \"32 lb\"}, {\"Style\": \"Advanced Outstretch - Simply Unscented\"}]},\n{\"asin\": \"B09ZPWJJBW\", \"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\": \"2025-04-14T21:39:00.252Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:05.273Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:39:05.273Z
click
review
rule
train
40
2025-04-14T21:39:05.273Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata 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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:39:05.273Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:39:05.273Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:39:05.273Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 40, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:05.273Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:06.598Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:39:06.598Z
click
review
rule
train
41
2025-04-14T21:39:06.598Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:39:06.598Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:39:06.598Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:39:06.598Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 41, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:06.598Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:09.722Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:39:09.722Z
click
review
rule
train
42
2025-04-14T21:39:09.722Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:39:09.722Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:39:09.722Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:39:09.722Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 42, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:09.722Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:10.452Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:39:10.452Z
click
review
rule
train
43
2025-04-14T21:39:10.452Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:39:10.452Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:39:10.452Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:39:10.452Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 43, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:10.452Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:11.140Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:39:11.140Z
click
review
rule
train
44
2025-04-14T21:39:11.140Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:39:11.140Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:39:11.140Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:39:11.140Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 44, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:11.140Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:11.753Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:39:11.753Z
click
review
rule
train
45
2025-04-14T21:39:11.753Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:39:11.753Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:39:11.753Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:39:11.753Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 45, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:11.753Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:12.706Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:39:12.706Z
click
review
rule
train
46
2025-04-14T21:39:12.706Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:39:12.706Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:39:12.706Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:39:12.706Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 46, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:12.706Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:13.415Z\", // 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
2025-04-14T21:39:13.415Z
click
review
rule
train
47
2025-04-14T21:39:13.415Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:39:13.415Z", // 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\": \"2025-04-14T21:39:13.415Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:39:13.415Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 47, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:13.415Z\", // 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{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:14.623Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:39:14.623Z
click
review
rule
train
48
2025-04-14T21:39:14.623Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:39:14.623Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:39:14.623Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:39:14.623Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 48, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:14.623Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:32.057Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:39:32.057Z
click
review
rule
train
49
2025-04-14T21:39:32.057Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:39:32.057Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:39:32.057Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:39:32.057Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 49, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:39:32.057Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:02.069Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:40:02.069Z
click
review
rule
train
50
2025-04-14T21:40:02.069Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:40:02.069Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:40:02.069Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:40:02.069Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 50, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:02.069Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:02.789Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:40:02.789Z
click
review
rule
train
51
2025-04-14T21:40:02.789Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:40:02.789Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:40:02.789Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:40:02.789Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 51, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:02.789Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:03.680Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:40:03.680Z
click
review
rule
train
52
2025-04-14T21:40:03.680Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:40:03.680Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:40:03.680Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:40:03.680Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 52, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:03.680Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:04.519Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:40:04.519Z
click
review
rule
train
53
2025-04-14T21:40:04.519Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:40:04.519Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:40:04.519Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:40:04.519Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 53, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:04.519Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:05.202Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:40:05.202Z
click
review
rule
train
54
2025-04-14T21:40:05.202Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:40:05.202Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:40:05.202Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:40:05.202Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 54, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:05.202Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:05.852Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:40:05.852Z
click
review
rule
train
55
2025-04-14T21:40:05.852Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:40:05.852Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:40:05.852Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:40:05.852Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 55, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:05.852Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:09.508Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:40:09.508Z
click
review
rule
train
56
2025-04-14T21:40:09.508Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:40:09.508Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:40:09.508Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:40:09.508Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 56, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:09.508Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:16.580Z\", // 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
2025-04-14T21:40:16.580Z
click
review
rule
train
57
2025-04-14T21:40:16.580Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:40:16.580Z", // 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\": \"2025-04-14T21:40:16.580Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:40:16.580Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 57, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:16.580Z\", // 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\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:17.875Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:40:17.875Z
click
review
rule
train
58
2025-04-14T21:40:17.875Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:40:17.875Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:40:17.875Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:40:17.875Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 58, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:17.875Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:38.047Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:40:38.047Z
click
review
rule
train
59
2025-04-14T21:40:38.047Z
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": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:40:38.047Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:40:38.047Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:40:38.047Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>", "index": 59, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:38.047Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:39.801Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-14T21:40:39.801Z
click
cart_side_bar
rule
train
60
2025-04-14T21:40:39.801Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"} {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"} {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"} {"timestamp": "2025-04-10T20:25:06.552Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-10T20:25:18.663Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-11T22:32:25.395Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:30.706Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:42.448Z", "action": "input", "action_argument": "shimano rx400"} {"timestamp": "2025-04-11T22:32:45.077Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:32:57.785Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:00.222Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-11T22:33:06.788Z", "action": "click_product", "action_argument": "B07YMBRRBN"} {"timestamp": "2025-04-14T18:30:56.587Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-04-14T18:31:09.041Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:13.008Z", "action": "click_product", "action_argument": "B0CLKPNDKL"} {"timestamp": "2025-04-14T18:31:21.790Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T18:31:46.860Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:49.158Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-14T18:31:51.911Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T21:25:57.008Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:50.263Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:26:55.594Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:02.079Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:27:14.054Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T21:35:30.511Z", "action": "purchase", "action_argument": "B07HY3WF49"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-14T21:38:56.748Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T21:39:00.252Z", "action": "click_product", "action_argument": "B07HY3WF49"} {"timestamp": "2025-04-14T21:39:05.273Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:06.598Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:09.722Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:10.452Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.140Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:11.753Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:12.706Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:13.415Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:14.623Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:39:32.057Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.069Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:02.789Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:03.680Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:04.519Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.202Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:05.852Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:09.508Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:16.580Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:17.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-14T21:40:38.047Z", "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": "Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm", "asin": "B07HY3WF49", "price": "$40.31", "quantity": "1"}, {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24", "quantity": "1"}, {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"}, {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$7.99", "quantity": "1"}], "product_details": [{"title": "Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)"}, {"price": "$40.31"}, {"bullet_list": "Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling"}, {"asin": "B07HY3WF49"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Style": "Terra Bondcush Tacky"}, {"Color": "Green"}, {"Size": "3mm"}], "promotion_items": [{"title": "All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU", "asin": "B0D4D8C8ZF", "price": "$47.98", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black", "asin": "B0DQXRHYS8", "price": "$15.99", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs", "asin": "B0BCKXHRDT", "price": "$51.99", "quantity": ""}, {"title": "Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)", "asin": "B07X5XWV15", "price": "$47.99", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange", "asin": "B0DHXRPDHX", "price": "$14.39", "quantity": ""}, {"title": "SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs", "asin": "B0BCKSZ6L1", "price": "$51.99", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride", "asin": "B07RDHK8TW", "price": "$12.49", "quantity": ""}, {"title": "Lizard Skins DSP Bar Tape 3.2mm Sky Blue", "asin": "B01M26EOEP", "price": "$39.99", "quantity": ""}, {"title": "BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green", "asin": "B0DHXV8YBP", "price": "$14.39", "quantity": ""}, {"title": "REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color", "asin": "B08T1PGMX2", "price": "$40.00", "quantity": ""}, {"title": "ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown", "asin": "B0CTJ56S5H", "price": "$9.99", "quantity": ""}, {"title": "ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)", "asin": "B0DG27T76W", "price": "$10.99", "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": "2025-04-14T21:40:39.801Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-14T21:40:39.801Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-14T21:40:39.801Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>", "index": 60, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T16:48:03.168Z\", \"action\": \"input\", \"action_argument\": \"Specialized Flashback Bicycle Tail Light\"}\n{\"timestamp\": \"2025-04-10T16:49:40.256Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T20:22:03.308Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:22:28.693Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJFQB41P\"}\n{\"timestamp\": \"2025-04-10T20:22:58.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:23:03.709Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:05.344Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:25.478Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:30.679Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:33.320Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:36.445Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:39.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:23:54.549Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T20:24:40.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:48.903Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:24:59.251Z\", \"action\": \"purchase\", \"action_argument\": \"B0DH7PNPPM\"}\n{\"timestamp\": \"2025-04-10T20:25:06.552Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T20:25:18.663Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-11T22:32:25.395Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:30.706Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:42.448Z\", \"action\": \"input\", \"action_argument\": \"shimano rx400\"}\n{\"timestamp\": \"2025-04-11T22:32:45.077Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:32:57.785Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:00.222Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T22:33:06.788Z\", \"action\": \"click_product\", \"action_argument\": \"B07YMBRRBN\"}\n{\"timestamp\": \"2025-04-14T18:30:56.587Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-14T18:31:09.041Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:13.008Z\", \"action\": \"click_product\", \"action_argument\": \"B0CLKPNDKL\"}\n{\"timestamp\": \"2025-04-14T18:31:21.790Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T18:31:46.860Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:49.158Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-14T18:31:51.911Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T21:25:57.008Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:50.263Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:26:55.594Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:02.079Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:27:14.054Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T21:35:30.511Z\", \"action\": \"purchase\", \"action_argument\": \"B07HY3WF49\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T21:38:56.748Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T21:39:00.252Z\", \"action\": \"click_product\", \"action_argument\": \"B07HY3WF49\"}\n{\"timestamp\": \"2025-04-14T21:39:05.273Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:06.598Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:09.722Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:10.452Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.140Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:11.753Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:12.706Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:13.415Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:14.623Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:39:32.057Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.069Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:02.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:03.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:04.519Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.202Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:05.852Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:09.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:16.580Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:17.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T21:40:38.047Z\", \"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\": \"Fizik Terra Bondcush Tacky,Gravel and Road Cycling bar Tape, Green, 3mm\", \"asin\": \"B07HY3WF49\", \"price\": \"$40.31\", \"quantity\": \"1\"},\n{\"title\": \"Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \\u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories\", \"asin\": \"B0DH7PNPPM\", \"price\": \"$33.24\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0D418HHPL\", \"price\": \"$3.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0DBZ3JYRF\", \"price\": \"$5.99\", \"quantity\": \"1\"},\n{\"title\": \"Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance\", \"asin\": \"B0CMQZ2HFJ\", \"price\": \"$7.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Fizik Performance Bicycle Bar Tape - Soft, Tacky & Classic Professional Bike Handlebar Tape (2mm, 2.7mm, 3mm)\"},\n{\"price\": \"$40.31\"},\n{\"bullet_list\": \"Terra are bar tapes designed for those who go off-road on drop bars Bondcush is layered mid-padding Polymer Foam that aids the absorbption of road buzz A sticky gel backing serves two functions: It replaces the adhesive tape for an easy Removal during cleaning and Damps off-road chatter Tacky finish aids a sticky nonslip surface for ultimate grip in every condition Bondcush construction 3mm thick sport type: Cycling\"},\n{\"asin\": \"B07HY3WF49\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Terra Bondcush Tacky\"},\n{\"Color\": \"Green\"},\n{\"Size\": \"3mm\"}],\n\"promotion_items\": [{\"title\": \"All Mountain Style Bike Handlebar Tape for Road and Gravel Bike - Grip & Comfort with Shock-Absorbing Gel, Durable EVA & PU\", \"asin\": \"B0D4D8C8ZF\", \"price\": \"$47.98\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Rolls Bicycle Drop Bar Wraps Black\", \"asin\": \"B0DQXRHYS8\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 3.75mm Thick - Road Bike Tape Extra Sticky Extra Thick | Tour mag All Around Winner | kit Includes Extra Thin Butterfly clamp Cover, Finishing Tape, end Plugs\", \"asin\": \"B0BCKXHRDT\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP BAR Tape & Plugs V2 Bar Tape Cycling Road Bike Grip/Cyclocross Grip (Neon Yellow, 3.2mm)\", \"asin\": \"B07X5XWV15\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Orange\", \"asin\": \"B0DHXRPDHX\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"SILCA Cuscino Handlebar Tape - Black 2.5mm Thick - | Super Sticky Extra Thick bar Tape | Handlebar Tape Winner in Tour Magazine | kit with Extra Thin Butterfly clamp Cover and Alloy end Plugs\", \"asin\": \"B0BCKSZ6L1\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape PU (Set of 2) Black Red White Pink Blue - Enhance Your Bike Grip with These Bicycle Handle bar Tape - Wrap Your Bike for an Awesome Comfortable Ride\", \"asin\": \"B07RDHK8TW\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"Lizard Skins DSP Bar Tape 3.2mm Sky Blue\", \"asin\": \"B01M26EOEP\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BUCKLOS Bike Handlebar Tape for Road Bike Comfortable Bicycle Handlebar Tape EVA Bike Bar Tape Grip 2 Pcs Bicycle Drop Bar Wraps Green\", \"asin\": \"B0DHXV8YBP\", \"price\": \"$14.39\", \"quantity\": \"\"},\n{\"title\": \"REDSHIFT Really Long Bike Handlebar Tape for Road Bikes, Gravel, Fixie Bicycles Drop Bar Handle Wrap, Ergonomic Comfort Cycling Accessory, 315cm Long, Grey Color\", \"asin\": \"B08T1PGMX2\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Bike Handlebar Tape Brown New Model EP+ (Set of 2) - Wrap Your Bike for an Awesome Comfortable Ride - Enhance Your Bike Grip with These EVA PU Plus Bicycle Handle bar Tape, Brown\", \"asin\": \"B0CTJ56S5H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"ALIEN PROS Chameleon Tail Bike Handlebar Tape (Set of 2) - Elevate Your Ride with Stylish, Comfortable, and Color-Shifting PU Tape for Enhanced Grip with These Bicycle Handle bar Tape (Silver)\", \"asin\": \"B0DG27T76W\", \"price\": \"$10.99\", \"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\": \"2025-04-14T21:40:39.801Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities\", \"asin\": \"B09F8FZ18G\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.80\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"B00MEDOY2G\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor\", \"asin\": \"B005PLQIQ4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks\", \"asin\": \"B00UB7BO16\", \"price\": \"$3.89\", \"quantity\": \"\"},\n{\"title\": \"Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)\", \"asin\": \"B0BWSKYV63\", \"price\": \"$8.48\", \"quantity\": \"\"},\n{\"title\": \"Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz\", \"asin\": \"B0829DGWD5\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric\", \"asin\": \"B0CB8K9KJ3\", \"price\": \"$9.77\", \"quantity\": \"\"},\n{\"title\": \"TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray\", \"asin\": \"B0CZP3CDSZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks\", \"asin\": \"B09319MZJN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray\", \"asin\": \"B0D8LBCHGN\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"10,000mAh\"}, {\"Color\": \"Glacier Gray\"}]},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Deep Color\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel\", \"asin\": \"B0160HYB8S\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"A. Black - Travel Umbrella\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 10 - 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Mon, Apr 14\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": [{\"Color\": \"Cherry MX Silent Red\"}]},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$124.95\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": [{\"Item Weight\": \"3.4 Ounces\"}]},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []},\n{\"title\": \"Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary\", \"asin\": \"B07ND3WR64\", \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"42 Count (Pack of 8)\"}]},\n{\"asin\": \"B07ND3WR64\", \"options\": []},\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\", \"options\": [{\"Size\": \"6 Outlets\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T19:02:57.880Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-05T19:02:57.880Z
click
cart_page_select
rule
train
61
2025-04-05T19:02:57.880Z
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""}, {"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""}, {"title": "Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities", "asin": "B09F8FZ18G", "price": "$14.83", "quantity": ""}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.80", "quantity": ""}, {"title": "Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz", "asin": "B00MEDOY2G", "price": "$10.97", "quantity": ""}, {"title": "Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor", "asin": "B005PLQIQ4", "price": "$8.99", "quantity": ""}, {"title": "Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks", "asin": "B00UB7BO16", "price": "$3.89", "quantity": ""}, {"title": "Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)", "asin": "B0BWSKYV63", "price": "$8.48", "quantity": ""}, {"title": "Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz", "asin": "B0829DGWD5", "price": "$15.97", "quantity": ""}, {"title": "Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery", "asin": "B0BNCSW964", "price": "$16.98", "quantity": ""}, {"title": "Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric", "asin": "B0CB8K9KJ3", "price": "$9.77", "quantity": ""}, {"title": "TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray", "asin": "B0CZP3CDSZ", "price": "$39.99", "quantity": ""}, {"title": "Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks", "asin": "B09319MZJN", "price": "$9.99", "quantity": ""}, {"title": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.95", "quantity": ""}], "active_items": [{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Printed Keycaps"}, {"Color": "White"}]}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"title": "TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray", "asin": "B0D8LBCHGN", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "10,000mAh"}, {"Color": "Glacier Gray"}]}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Deep Color"}]}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Midnight Gray"}]}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Orange Trio"}, {"Size": "3 Fl Oz (Pack of 1)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "1.7 Fl Oz / 50 ml"}]}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]}, {"title": "Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel", "asin": "B0160HYB8S", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "A. Black - Travel Umbrella"}]}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "One-Day FREE delivery Tomorrow, Apr 6", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 1)"}]}, {"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "4.2 Fl Oz (Pack of 1)"}]}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15\"-15.5\" Neck 32\"-33\" Sleeve"}, {"Color": "White"}]}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "delivery": "$15 delivery Apr 10 - 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15.5\" Neck 32\" Sleeve"}, {"Color": "White"}]}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "100ml"}, {"Color": "Lavender"}]}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "33.8 Fl Oz (Pack of 1)"}]}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "delivery": "$79.99 delivery Mon, Apr 14", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}], "saved_items": [{"title": "FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red", "asin": "B0BBV6FBYH", "options": [{"Color": "Cherry MX Silent Red"}]}, {"title": "Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black", "asin": "B09XS7JWHH", "options": [{"Color": "Black"}, {"Size": "One Size"}, {"Style": "Headphones"}]}, {"title": "No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce", "asin": "B000VOJ9BG", "price": "$124.95", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]}, {"title": "ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)", "asin": "B0D3F42G5D", "options": [{"Item Weight": "3.4 Ounces"}]}, {"title": "life2O DoubleCheck \u2713\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More", "asin": "B0BRQG9C7Z", "price": "$15.95", "options": []}, {"title": "Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils", "asin": "B0CRC94B2L", "options": [{"Scent": "Le'Santal (33)"}]}, {"title": "Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge", "asin": "B0CJ9GNP73", "options": []}, {"title": "MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)", "asin": "B0CKR5RR2Z", "options": []}, {"title": "Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary", "asin": "B07ND3WR64", "options": [{"Scent": "Unscented"}, {"Size": "42 Count (Pack of 8)"}]}, {"asin": "B07ND3WR64", "options": []}, {"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", "options": [{"Size": "6 Outlets"}, {"Color": "Black"}]}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-05T19:02:57.880Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-05T19:02:57.880Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-05T19:02:57.880Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>", "index": 61, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities\", \"asin\": \"B09F8FZ18G\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.80\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"B00MEDOY2G\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor\", \"asin\": \"B005PLQIQ4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks\", \"asin\": \"B00UB7BO16\", \"price\": \"$3.89\", \"quantity\": \"\"},\n{\"title\": \"Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)\", \"asin\": \"B0BWSKYV63\", \"price\": \"$8.48\", \"quantity\": \"\"},\n{\"title\": \"Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz\", \"asin\": \"B0829DGWD5\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric\", \"asin\": \"B0CB8K9KJ3\", \"price\": \"$9.77\", \"quantity\": \"\"},\n{\"title\": \"TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray\", \"asin\": \"B0CZP3CDSZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks\", \"asin\": \"B09319MZJN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray\", \"asin\": \"B0D8LBCHGN\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"10,000mAh\"}, {\"Color\": \"Glacier Gray\"}]},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Deep Color\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel\", \"asin\": \"B0160HYB8S\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"A. Black - Travel Umbrella\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 10 - 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Mon, Apr 14\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": [{\"Color\": \"Cherry MX Silent Red\"}]},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$124.95\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": [{\"Item Weight\": \"3.4 Ounces\"}]},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []},\n{\"title\": \"Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary\", \"asin\": \"B07ND3WR64\", \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"42 Count (Pack of 8)\"}]},\n{\"asin\": \"B07ND3WR64\", \"options\": []},\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\", \"options\": [{\"Size\": \"6 Outlets\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T19:02:57.880Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities\", \"asin\": \"B09F8FZ18G\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.80\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"B00MEDOY2G\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor\", \"asin\": \"B005PLQIQ4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks\", \"asin\": \"B00UB7BO16\", \"price\": \"$3.89\", \"quantity\": \"\"},\n{\"title\": \"Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)\", \"asin\": \"B0BWSKYV63\", \"price\": \"$8.48\", \"quantity\": \"\"},\n{\"title\": \"Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz\", \"asin\": \"B0829DGWD5\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric\", \"asin\": \"B0CB8K9KJ3\", \"price\": \"$9.77\", \"quantity\": \"\"},\n{\"title\": \"TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray\", \"asin\": \"B0CZP3CDSZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks\", \"asin\": \"B09319MZJN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray\", \"asin\": \"B0D8LBCHGN\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"10,000mAh\"}, {\"Color\": \"Glacier Gray\"}]},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Deep Color\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel\", \"asin\": \"B0160HYB8S\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"A. Black - Travel Umbrella\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 10 - 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Mon, Apr 14\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": [{\"Color\": \"Cherry MX Silent Red\"}]},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$124.95\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": [{\"Item Weight\": \"3.4 Ounces\"}]},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []},\n{\"title\": \"Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary\", \"asin\": \"B07ND3WR64\", \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"42 Count (Pack of 8)\"}]},\n{\"asin\": \"B07ND3WR64\", \"options\": []},\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\", \"options\": [{\"Size\": \"6 Outlets\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T19:02:57.917Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-05T19:02:57.917Z
click
cart_page_select
rule
train
62
2025-04-05T19:02:57.917Z
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""}, {"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""}, {"title": "Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities", "asin": "B09F8FZ18G", "price": "$14.83", "quantity": ""}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.80", "quantity": ""}, {"title": "Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz", "asin": "B00MEDOY2G", "price": "$10.97", "quantity": ""}, {"title": "Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor", "asin": "B005PLQIQ4", "price": "$8.99", "quantity": ""}, {"title": "Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks", "asin": "B00UB7BO16", "price": "$3.89", "quantity": ""}, {"title": "Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)", "asin": "B0BWSKYV63", "price": "$8.48", "quantity": ""}, {"title": "Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz", "asin": "B0829DGWD5", "price": "$15.97", "quantity": ""}, {"title": "Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery", "asin": "B0BNCSW964", "price": "$16.98", "quantity": ""}, {"title": "Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric", "asin": "B0CB8K9KJ3", "price": "$9.77", "quantity": ""}, {"title": "TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray", "asin": "B0CZP3CDSZ", "price": "$39.99", "quantity": ""}, {"title": "Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks", "asin": "B09319MZJN", "price": "$9.99", "quantity": ""}, {"title": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.95", "quantity": ""}], "active_items": [{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Printed Keycaps"}, {"Color": "White"}]}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"title": "TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray", "asin": "B0D8LBCHGN", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "10,000mAh"}, {"Color": "Glacier Gray"}]}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Deep Color"}]}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Midnight Gray"}]}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Orange Trio"}, {"Size": "3 Fl Oz (Pack of 1)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "1.7 Fl Oz / 50 ml"}]}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]}, {"title": "Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel", "asin": "B0160HYB8S", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "A. Black - Travel Umbrella"}]}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "One-Day FREE delivery Tomorrow, Apr 6", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 1)"}]}, {"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "4.2 Fl Oz (Pack of 1)"}]}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15\"-15.5\" Neck 32\"-33\" Sleeve"}, {"Color": "White"}]}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "delivery": "$15 delivery Apr 10 - 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15.5\" Neck 32\" Sleeve"}, {"Color": "White"}]}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "100ml"}, {"Color": "Lavender"}]}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "33.8 Fl Oz (Pack of 1)"}]}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "delivery": "$79.99 delivery Mon, Apr 14", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}], "saved_items": [{"title": "FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red", "asin": "B0BBV6FBYH", "options": [{"Color": "Cherry MX Silent Red"}]}, {"title": "Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black", "asin": "B09XS7JWHH", "options": [{"Color": "Black"}, {"Size": "One Size"}, {"Style": "Headphones"}]}, {"title": "No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce", "asin": "B000VOJ9BG", "price": "$124.95", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]}, {"title": "ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)", "asin": "B0D3F42G5D", "options": [{"Item Weight": "3.4 Ounces"}]}, {"title": "life2O DoubleCheck \u2713\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More", "asin": "B0BRQG9C7Z", "price": "$15.95", "options": []}, {"title": "Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils", "asin": "B0CRC94B2L", "options": [{"Scent": "Le'Santal (33)"}]}, {"title": "Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge", "asin": "B0CJ9GNP73", "options": []}, {"title": "MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)", "asin": "B0CKR5RR2Z", "options": []}, {"title": "Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary", "asin": "B07ND3WR64", "options": [{"Scent": "Unscented"}, {"Size": "42 Count (Pack of 8)"}]}, {"asin": "B07ND3WR64", "options": []}, {"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", "options": [{"Size": "6 Outlets"}, {"Color": "Black"}]}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-05T19:02:57.917Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-05T19:02:57.917Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-05T19:02:57.917Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>", "index": 62, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities\", \"asin\": \"B09F8FZ18G\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.80\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"B00MEDOY2G\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor\", \"asin\": \"B005PLQIQ4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks\", \"asin\": \"B00UB7BO16\", \"price\": \"$3.89\", \"quantity\": \"\"},\n{\"title\": \"Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)\", \"asin\": \"B0BWSKYV63\", \"price\": \"$8.48\", \"quantity\": \"\"},\n{\"title\": \"Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz\", \"asin\": \"B0829DGWD5\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric\", \"asin\": \"B0CB8K9KJ3\", \"price\": \"$9.77\", \"quantity\": \"\"},\n{\"title\": \"TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray\", \"asin\": \"B0CZP3CDSZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks\", \"asin\": \"B09319MZJN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray\", \"asin\": \"B0D8LBCHGN\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"10,000mAh\"}, {\"Color\": \"Glacier Gray\"}]},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Deep Color\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel\", \"asin\": \"B0160HYB8S\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"A. Black - Travel Umbrella\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 10 - 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Mon, Apr 14\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": [{\"Color\": \"Cherry MX Silent Red\"}]},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$124.95\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": [{\"Item Weight\": \"3.4 Ounces\"}]},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []},\n{\"title\": \"Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary\", \"asin\": \"B07ND3WR64\", \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"42 Count (Pack of 8)\"}]},\n{\"asin\": \"B07ND3WR64\", \"options\": []},\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\", \"options\": [{\"Size\": \"6 Outlets\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T19:02:57.917Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities\", \"asin\": \"B09F8FZ18G\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.80\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"B00MEDOY2G\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor\", \"asin\": \"B005PLQIQ4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks\", \"asin\": \"B00UB7BO16\", \"price\": \"$3.89\", \"quantity\": \"\"},\n{\"title\": \"Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)\", \"asin\": \"B0BWSKYV63\", \"price\": \"$8.48\", \"quantity\": \"\"},\n{\"title\": \"Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz\", \"asin\": \"B0829DGWD5\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric\", \"asin\": \"B0CB8K9KJ3\", \"price\": \"$9.77\", \"quantity\": \"\"},\n{\"title\": \"TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray\", \"asin\": \"B0CZP3CDSZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks\", \"asin\": \"B09319MZJN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray\", \"asin\": \"B0D8LBCHGN\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"10,000mAh\"}, {\"Color\": \"Glacier Gray\"}]},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Deep Color\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel\", \"asin\": \"B0160HYB8S\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"A. Black - Travel Umbrella\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 10 - 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Mon, Apr 14\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": [{\"Color\": \"Cherry MX Silent Red\"}]},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$124.95\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": [{\"Item Weight\": \"3.4 Ounces\"}]},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []},\n{\"title\": \"Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary\", \"asin\": \"B07ND3WR64\", \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"42 Count (Pack of 8)\"}]},\n{\"asin\": \"B07ND3WR64\", \"options\": []},\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\", \"options\": [{\"Size\": \"6 Outlets\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T19:03:21.354Z\", // 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
2025-04-05T19:03:21.354Z
purchase
B0D8LBCHGN
rule
train
63
2025-04-05T19:03:21.354Z
purchase
B0D8LBCHGN
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""}, {"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""}, {"title": "Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities", "asin": "B09F8FZ18G", "price": "$14.83", "quantity": ""}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.80", "quantity": ""}, {"title": "Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz", "asin": "B00MEDOY2G", "price": "$10.97", "quantity": ""}, {"title": "Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor", "asin": "B005PLQIQ4", "price": "$8.99", "quantity": ""}, {"title": "Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks", "asin": "B00UB7BO16", "price": "$3.89", "quantity": ""}, {"title": "Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)", "asin": "B0BWSKYV63", "price": "$8.48", "quantity": ""}, {"title": "Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz", "asin": "B0829DGWD5", "price": "$15.97", "quantity": ""}, {"title": "Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery", "asin": "B0BNCSW964", "price": "$16.98", "quantity": ""}, {"title": "Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric", "asin": "B0CB8K9KJ3", "price": "$9.77", "quantity": ""}, {"title": "TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray", "asin": "B0CZP3CDSZ", "price": "$39.99", "quantity": ""}, {"title": "Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks", "asin": "B09319MZJN", "price": "$9.99", "quantity": ""}, {"title": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.95", "quantity": ""}], "active_items": [{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Printed Keycaps"}, {"Color": "White"}]}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"title": "TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray", "asin": "B0D8LBCHGN", "delivery": "Two-Day FREE delivery Mon, Apr 7 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "10,000mAh"}, {"Color": "Glacier Gray"}]}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Medium"}, {"Color": "Deep Color"}]}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Midnight Gray"}]}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Orange Trio"}, {"Size": "3 Fl Oz (Pack of 1)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "1.7 Fl Oz / 50 ml"}]}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 6 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]}, {"title": "Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel", "asin": "B0160HYB8S", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "A. Black - Travel Umbrella"}]}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "One-Day FREE delivery Tomorrow, Apr 6", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 1)"}]}, {"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "4.2 Fl Oz (Pack of 1)"}]}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "delivery": "FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15\"-15.5\" Neck 32\"-33\" Sleeve"}, {"Color": "White"}]}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "delivery": "$15 delivery Apr 10 - 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15.5\" Neck 32\" Sleeve"}, {"Color": "White"}]}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "100ml"}, {"Color": "Lavender"}]}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "33.8 Fl Oz (Pack of 1)"}]}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "delivery": "$79.99 delivery Mon, Apr 14", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}], "saved_items": [{"title": "FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red", "asin": "B0BBV6FBYH", "options": [{"Color": "Cherry MX Silent Red"}]}, {"title": "Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black", "asin": "B09XS7JWHH", "options": [{"Color": "Black"}, {"Size": "One Size"}, {"Style": "Headphones"}]}, {"title": "No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce", "asin": "B000VOJ9BG", "price": "$124.95", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]}, {"title": "ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)", "asin": "B0D3F42G5D", "options": [{"Item Weight": "3.4 Ounces"}]}, {"title": "life2O DoubleCheck \u2713\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More", "asin": "B0BRQG9C7Z", "price": "$15.95", "options": []}, {"title": "Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils", "asin": "B0CRC94B2L", "options": [{"Scent": "Le'Santal (33)"}]}, {"title": "Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge", "asin": "B0CJ9GNP73", "options": []}, {"title": "MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)", "asin": "B0CKR5RR2Z", "options": []}, {"title": "Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary", "asin": "B07ND3WR64", "options": [{"Scent": "Unscented"}, {"Size": "42 Count (Pack of 8)"}]}, {"asin": "B07ND3WR64", "options": []}, {"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", "options": [{"Size": "6 Outlets"}, {"Color": "Black"}]}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-05T19:03:21.354Z", // 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\": \"2025-04-05T19:03:21.354Z\",\"action\": \"purchase\",\"acion_argument\": \"B0D8LBCHGN\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-05T19:03:21.354Z\",\"action\": \"purchase\",\"acion_argument\": \"B0D8LBCHGN\",}</answer>", "index": 63, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities\", \"asin\": \"B09F8FZ18G\", \"price\": \"$14.83\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.80\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"B00MEDOY2G\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor\", \"asin\": \"B005PLQIQ4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks\", \"asin\": \"B00UB7BO16\", \"price\": \"$3.89\", \"quantity\": \"\"},\n{\"title\": \"Welch's Fruit Snacks, Mixed Fruit, Bulk Pack, Individual Single Serve Bags, 0.8 oz (Pack of 40)\", \"asin\": \"B0BWSKYV63\", \"price\": \"$8.48\", \"quantity\": \"\"},\n{\"title\": \"Tea Tree Oil Foot Soak with Epsom Salt - For Toenail Repair, Athletes Foot, Softens Calluses, Soothes Sore & Tired Feet, Nail Discoloration, odor Scent, Spa Pedicure Care - Made in USA 16 oz\", \"asin\": \"B0829DGWD5\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Recycable Shoe Covers Disposable - Black Shoe Covers for Indoors,50Pcs Booties for Shoe cover,Fits Up To 11 US Men and 13 US Women Size,Recyclable Non-Woven Fabric\", \"asin\": \"B0CB8K9KJ3\", \"price\": \"$9.77\", \"quantity\": \"\"},\n{\"title\": \"TORRAS MiniMag Power Bank, Ultra Slim 5,000mAh Wireless Portable Charger with USB-C Cable, Fast Charging Magnetic Battery Pack, Magsafe-Compatible for iPhone 16/15/14/13/12, Glacier Gray\", \"asin\": \"B0CZP3CDSZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Unboxme Gifts Warm & Cozy Ultra-Luxe Cloud Sock for Women & Men - Super Soft Luxurious Fabric Sleep Socks\", \"asin\": \"B09319MZJN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.95\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray\", \"asin\": \"B0D8LBCHGN\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"10,000mAh\"}, {\"Color\": \"Glacier Gray\"}]},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Medium\"}, {\"Color\": \"Deep Color\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Repel Umbrella Windproof Travel Umbrellas for Rain - Easy Auto Open Close, Durable & Compact Umbrella, Strong Fiberglass Frame, Waterproof Canopy - Backpack, Purse, Portable Umbrella for Travel\", \"asin\": \"B0160HYB8S\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"A. Black - Travel Umbrella\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 6\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 10 - 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Mon, Apr 14\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": [{\"Color\": \"Cherry MX Silent Red\"}]},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$124.95\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": [{\"Item Weight\": \"3.4 Ounces\"}]},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []},\n{\"title\": \"Cottonelle Fresh Feel Flushable Wet Wipes, Adult Wet Wipes, 8 Flip-Top Packs, 42 Wipes Per Pack (336 Total Wipes), Packaging May Vary\", \"asin\": \"B07ND3WR64\", \"options\": [{\"Scent\": \"Unscented\"}, {\"Size\": \"42 Count (Pack of 8)\"}]},\n{\"asin\": \"B07ND3WR64\", \"options\": []},\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\", \"options\": [{\"Size\": \"6 Outlets\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T19:03:21.354Z\", // 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\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\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\": \"2025-04-07T03:54:02.560Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T03:54:02.560Z
input
麻将桌
rule
train
64
2025-04-07T03:54:02.560Z
input
麻将桌
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} <|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": "2025-04-07T03:54:02.560Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T03:54:02.560Z\",\"action\": \"input\",\"acion_argument\": \"麻将桌\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T03:54:02.560Z\",\"action\": \"input\",\"acion_argument\": \"麻将桌\",}</answer>", "index": 64, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\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\": \"2025-04-07T03:54:02.560Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u9ebb\\u5c06\\u684c\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T03:54:02.794Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T03:54:02.794Z
click
search
rule
train
65
2025-04-07T03:54:02.794Z
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u9ebb\u5c06\u684c"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T03:54:02.794Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T03:54:02.794Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T03:54:02.794Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 65, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u9ebb\\u5c06\\u684c\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T03:54:02.794Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:31:40.276Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T22:31:40.276Z
input
格子长袖衬衫男春秋
rule
train
66
2025-04-07T22:31:40.276Z
input
格子长袖衬衫男春秋
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T22:31:40.276Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T22:31:40.276Z\",\"action\": \"input\",\"acion_argument\": \"格子长袖衬衫男春秋\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T22:31:40.276Z\",\"action\": \"input\",\"acion_argument\": \"格子长袖衬衫男春秋\",}</answer>", "index": 66, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:31:40.276Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:31:40.528Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T22:31:40.528Z
click
search
rule
train
67
2025-04-07T22:31:40.528Z
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T22:31:40.528Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T22:31:40.528Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T22:31:40.528Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 67, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:31:40.528Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:31:44.661Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T22:31:44.661Z
input
格子长袖衬衫男
rule
train
68
2025-04-07T22:31:44.661Z
input
格子长袖衬衫男
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T22:31:44.661Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T22:31:44.661Z\",\"action\": \"input\",\"acion_argument\": \"格子长袖衬衫男\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T22:31:44.661Z\",\"action\": \"input\",\"acion_argument\": \"格子长袖衬衫男\",}</answer>", "index": 68, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:31:44.661Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"COOFANDY\\nMen's Knit Shirt Short Sleeve Button Down Vintage Polo Shirts Casual Summer Beach Shirts\", \"asin\": \"B0DHSJKZV8\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0C5JBJ6X7\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Short Sleeve Knit Shirts Casual Button Down Polo Shirt Fashion Summer Beach Tops\", \"asin\": \"B0DHTMGQ8F\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Button Down Long Sleeve Shirt Casual Untucked Dress Shirt Regular Fit Wedding Shirts\", \"asin\": \"B0D4624QDC\", \"price\": \"$24.28\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257YG8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NITAGUT\\nMen's Short Sleeve Shirts Casual Button Down Shirts Vacation Beach Summer Hollow Out Tops\", \"asin\": \"B0CT5Q4NRT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Gleeease\\nLinen Shirts for Men Button Down Short Sleeve Shirt Button up Men's Casual Shirt Mens Big and Tall Vacation Hawaiian\", \"asin\": \"B0D4ZHF9YX\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"JEMITOP\\nMen's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt\", \"asin\": \"B0CQX37DZH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0D6V8VT27\", \"price\": \"$31.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\\\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.\", \"asin\": \"B0DBPCQV3Y\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\\\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.\", \"asin\": \"B0DBPCP1MV\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\\\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.\", \"asin\": \"B0DBPFVZLR\"}],\n\"search_results\": [{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt\", \"asin\": \"B0CQX2P4T2\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0C5JBJ6X7\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Dress Shirts Slim Fit Solid Long Sleeve Casual Button Down Shirts\", \"asin\": \"B0746CT87M\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Stretch Dress Shirts Long Sleeve Button Down Shirt Regular Fit Formal Business Shirts\", \"asin\": \"B0D83VKP4F\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket\", \"asin\": \"B0DJ59RH4V\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Regular-Fit Long-Sleeve Casual Poplin Shirt\", \"asin\": \"B0775PM9KG\", \"price\": \"$22.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts\", \"asin\": \"B0C49ZWZNG\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Long Sleeve Classic Woven Shirt\", \"asin\": \"B00XH7IAWS\", \"price\": \"$26.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs\", \"asin\": \"B012XWXVUI\", \"price\": \"$26.10\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit\", \"asin\": \"B079D8WTC7\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Knit Polo Shirts Short Sleeve Textured Knitted Shirt Casual Golf Polo T Shirt\", \"asin\": \"B0DRVJXBZM\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Mens Hawaiian Floral Shirts Cotton Linen Casual Button Down Short Sleeve Beach Shirts\", \"asin\": \"B0C3MHT866\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Dot Dress Shirt\", \"asin\": \"B0DPXTGXYK\", \"price\": \"$85.00\", \"delivery\": \"$15 delivery Thu, Apr 10\"},\n{\"title\": \"Men's Dress Shirts Short Sleeve Business Casual Regular Fit Button Down Shirts with Pocket\", \"asin\": \"B0D4YR99FS\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt\", \"asin\": \"B0D8QKZN1B\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Sport Western Basic Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B008KGYWAK\", \"price\": \"$26.82\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Slim-Fit Long-Sleeve Poplin Shirt\", \"asin\": \"B0775YR7JS\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt\", \"asin\": \"B0DBD64QJB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cotton Mens Dress Shirts Short Sleeve Button Down Shirts Formal Summer Dress Shirt Casual Button Up Shirts Men\", \"asin\": \"B0CSFCYNGQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt\", \"asin\": \"B07TFDNCFH\", \"price\": \"$26.59\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Short Sleeve Button Down Shirts Casual Hollow Out Summer Beach Shirt\", \"asin\": \"B0DSW8N79L\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Dress Shirt Long Sleeve Wrinkle Free Formal Shirts Business Casual Button Down Shirts\", \"asin\": \"B0DM4WZ52B\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Casual Button Down Shirt Untucked Long Sleeve Stretch Denim Dress Shirt\", \"asin\": \"B0CY1XFT4X\", \"price\": \"$24.31\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts\", \"asin\": \"B0C3PXYX9P\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)\", \"asin\": \"B078N6SQYN\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt\", \"asin\": \"B0D9YJG4RN\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Dress Shirts Short Sleeve Slim Fit Business Casual Shirts for Men Button Up Shirts\", \"asin\": \"B0D9BB4X9K\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men\", \"asin\": \"B0CVWD3KNR\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Flannel Shirts, Long-Sleeve, Slim-Fit, Two-Pocket, Plaid\", \"asin\": \"B08X5C1X46\", \"price\": \"$20.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Button Down Shirt Texture Wrinkle Free Shirts Long Sleeve Waffle Untucked Shirt\", \"asin\": \"B0D8Q9MZZ4\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DVDG9T2V\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket\", \"asin\": \"B0D8SYKZ1M\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0D5N87RJ7\", \"price\": \"$79.50\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Traditional Fit No Iron Twill Shirt\", \"asin\": \"B0DB9DJ5R1\", \"price\": \"$45.46\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Plaid Button Down Shirts Regular Fit Long Sleeve Casual Business Shirts\", \"asin\": \"B0C93LGNWX\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts\", \"asin\": \"B08S3VG9WT\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts\", \"asin\": \"B07N3Z349X\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts\", \"asin\": \"B06XCFKCC2\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts\", \"asin\": \"B01ALC4V10\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)\", \"asin\": \"B0866G8CB3\", \"price\": \"$23.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL\", \"asin\": \"B0D93QD4G9\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery May 23 - 30\"},\n{\"title\": \"Men's Long Sleeve Plaid Shirt\", \"asin\": \"B0DGDJ9MTX\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Flannel Shirts Long Sleeve, Slim-Fit Button Down Plaid\", \"asin\": \"B07N3K3SMB\", \"price\": \"$20.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BWSF2G5J\", \"price\": \"$108.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Stretch Poplin Shirt\", \"asin\": \"B0B6CXV6KL\", \"price\": \"$33.64\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Oxford Button Down Shirt\", \"asin\": \"B0DCHP2VQD\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Printed Cotton Casual Long Sleeve Regular Fit Dress Shirt\", \"asin\": \"B07WGKNKDB\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Flannel Plaid Shirts Long Sleeve Casual Cotton Button Down Shirts\", \"asin\": \"B0CBSM95BV\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Dress Shirts Slim Fit Button Down Long Sleeve Stretch Collared Shirt Cotton Wrinkle Free Button Up Mens Tops\", \"asin\": \"B0C5H87CZ9\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Flannel Shirt for Men 100% Cotton Mens Flannel Shirts Long Sleeve Plaid Soft Casual Button Down Shirt Men\", \"asin\": \"B0D17GS6T8\", \"price\": \"$33.29\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Regular Fit Long Sleeve Casual Shirt (Regular and Big & Tall)\", \"asin\": \"B0BLF8BCNF\", \"price\": \"$29.61\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Gingham Dress Shirt\", \"asin\": \"B00EYBKG8W\", \"price\": \"$43.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B08GQ7BRSX\"},\n{\"title\": \"Men's Western Pearl Snap Button Up Casual Cowboy Long Sleeve Two Pockets Work Shirts\", \"asin\": \"B076B2J2TX\", \"price\": \"$30.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Button Down Shirt\", \"asin\": \"B0DV6NY38Z\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Button-Down Shirt - Classic Woven Wrinkle-Resistant Formal Collared Shirt for Men (Sizes: S-XXL)\", \"asin\": \"B0CDDW91YP\", \"price\": \"$37.47\", \"delivery\": \"FREE delivery Apr 14 - 18 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"Mens Flannel Shirt Long Sleeve Plaid Flannel Shirt for Men Soft 100% Cotton Casual Button Down Shirts Regular Fit\", \"asin\": \"B093B28Z79\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts\", \"asin\": \"B0DJLTQ753\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Men's Gingham Easy Care Long Sleeve Button-Down Shirt\", \"asin\": \"B012945DFQ\", \"price\": \"$27.18\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Plaid Checkered Button Down Shirt#2501\", \"asin\": \"B09N8ZCLM5\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Flannel Shirts Long Sleeve Flannel Shirt for Men Casual Button Down Brushed 100% Cotton Shirt\", \"asin\": \"B093PTXPVG\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:31:44.994Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T22:31:44.994Z
click
search
rule
train
69
2025-04-07T22:31:44.994Z
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "COOFANDY\nMen's Knit Shirt Short Sleeve Button Down Vintage Polo Shirts Casual Summer Beach Shirts", "asin": "B0DHSJKZV8", "price": "$24.29", "quantity": ""}, {"title": "COOFANDY\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0C5JBJ6X7", "price": "$27.99", "quantity": ""}, {"title": "COOFANDY\nMen's Short Sleeve Knit Shirts Casual Button Down Polo Shirt Fashion Summer Beach Tops", "asin": "B0DHTMGQ8F", "price": "$28.99", "quantity": ""}, {"title": "J.VER\nMen's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts", "asin": "B09JFR8HTV", "price": "$19.99", "quantity": ""}, {"title": "COOFANDY\nMen's Button Down Long Sleeve Shirt Casual Untucked Dress Shirt Regular Fit Wedding Shirts", "asin": "B0D4624QDC", "price": "$24.28", "quantity": ""}, {"title": "COOFANDY\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0BV257YG8", "price": "$29.99", "quantity": ""}, {"title": "NITAGUT\nMen's Short Sleeve Shirts Casual Button Down Shirts Vacation Beach Summer Hollow Out Tops", "asin": "B0CT5Q4NRT", "price": "$19.99", "quantity": ""}, {"title": "Gleeease\nLinen Shirts for Men Button Down Short Sleeve Shirt Button up Men's Casual Shirt Mens Big and Tall Vacation Hawaiian", "asin": "B0D4ZHF9YX", "price": "$14.99", "quantity": ""}, {"title": "JEMITOP\nMen's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt", "asin": "B0CQX37DZH", "price": "$19.99", "quantity": ""}, {"title": "COOFANDY\nMen's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts", "asin": "B0D6V8VT27", "price": "$31.99", "quantity": ""}], "ads": [{"title": "Go to detail page for \"Dubinik\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.", "asin": "B0DBPCQV3Y"}, {"title": "Go to detail page for \"Dubinik\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.", "asin": "B0DBPCP1MV"}, {"title": "Go to detail page for \"Dubinik\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.", "asin": "B0DBPFVZLR"}], "search_results": [{"title": "Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts", "asin": "B09JFR8HTV", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt", "asin": "B0CQX2P4T2", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0C5JBJ6X7", "price": "$27.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Dress Shirts Slim Fit Solid Long Sleeve Casual Button Down Shirts", "asin": "B0746CT87M", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Mens Stretch Dress Shirts Long Sleeve Button Down Shirt Regular Fit Formal Business Shirts", "asin": "B0D83VKP4F", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket", "asin": "B0DJ59RH4V", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Regular-Fit Long-Sleeve Casual Poplin Shirt", "asin": "B0775PM9KG", "price": "$22.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts", "asin": "B0C49ZWZNG", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Long Sleeve Classic Woven Shirt", "asin": "B00XH7IAWS", "price": "$26.70", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs", "asin": "B012XWXVUI", "price": "$26.10", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit", "asin": "B079D8WTC7", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Knit Polo Shirts Short Sleeve Textured Knitted Shirt Casual Golf Polo T Shirt", "asin": "B0DRVJXBZM", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Mens Hawaiian Floral Shirts Cotton Linen Casual Button Down Short Sleeve Beach Shirts", "asin": "B0C3MHT866", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Classic Fit Non-Iron Cotton Dot Dress Shirt", "asin": "B0DPXTGXYK", "price": "$85.00", "delivery": "$15 delivery Thu, Apr 10"}, {"title": "Men's Dress Shirts Short Sleeve Business Casual Regular Fit Button Down Shirts with Pocket", "asin": "B0D4YR99FS", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt", "asin": "B0D8QKZN1B", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Sport Western Basic Two Pocket Long Sleeve Snap Shirt", "asin": "B008KGYWAK", "price": "$26.82", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Slim-Fit Long-Sleeve Poplin Shirt", "asin": "B0775YR7JS", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt", "asin": "B0DBD64QJB", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Cotton Mens Dress Shirts Short Sleeve Button Down Shirts Formal Summer Dress Shirt Casual Button Up Shirts Men", "asin": "B0CSFCYNGQ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Mens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt", "asin": "B07TFDNCFH", "price": "$26.59", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Short Sleeve Button Down Shirts Casual Hollow Out Summer Beach Shirt", "asin": "B0DSW8N79L", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Dress Shirt Long Sleeve Wrinkle Free Formal Shirts Business Casual Button Down Shirts", "asin": "B0DM4WZ52B", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Casual Button Down Shirt Untucked Long Sleeve Stretch Denim Dress Shirt", "asin": "B0CY1XFT4X", "price": "$24.31", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts", "asin": "B0C3PXYX9P", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)", "asin": "B078N6SQYN", "price": "$34.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt", "asin": "B0D9YJG4RN", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Mens Dress Shirts Short Sleeve Slim Fit Business Casual Shirts for Men Button Up Shirts", "asin": "B0D9BB4X9K", "price": "$25.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men", "asin": "B0CVWD3KNR", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Flannel Shirts, Long-Sleeve, Slim-Fit, Two-Pocket, Plaid", "asin": "B08X5C1X46", "price": "$20.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Button Down Shirt Texture Wrinkle Free Shirts Long Sleeve Waffle Untucked Shirt", "asin": "B0D8Q9MZZ4", "price": "$34.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DVDG9T2V", "price": "$47.70", "delivery": "FREE delivery Sun, Apr 13 for Prime members"}, {"title": "Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket", "asin": "B0D8SYKZ1M", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0D5N87RJ7", "price": "$79.50", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Traditional Fit No Iron Twill Shirt", "asin": "B0DB9DJ5R1", "price": "$45.46", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Plaid Button Down Shirts Regular Fit Long Sleeve Casual Business Shirts", "asin": "B0C93LGNWX", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts", "asin": "B08S3VG9WT", "price": "$22.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts", "asin": "B07N3Z349X", "price": "$26.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts", "asin": "B06XCFKCC2", "price": "$27.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts", "asin": "B01ALC4V10", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)", "asin": "B0866G8CB3", "price": "$23.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL", "asin": "B0D93QD4G9", "price": "$25.99", "delivery": "FREE delivery May 23 - 30"}, {"title": "Men's Long Sleeve Plaid Shirt", "asin": "B0DGDJ9MTX", "price": "$24.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Flannel Shirts Long Sleeve, Slim-Fit Button Down Plaid", "asin": "B07N3K3SMB", "price": "$20.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Non-Iron Long Sleeve Button Down Sport Shirt", "asin": "B0BWSF2G5J", "price": "$108.00", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Stretch Poplin Shirt", "asin": "B0B6CXV6KL", "price": "$33.64", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Long Sleeve Oxford Button Down Shirt", "asin": "B0DCHP2VQD", "price": "$32.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Printed Cotton Casual Long Sleeve Regular Fit Dress Shirt", "asin": "B07WGKNKDB", "price": "$27.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Flannel Plaid Shirts Long Sleeve Casual Cotton Button Down Shirts", "asin": "B0CBSM95BV", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Dress Shirts Slim Fit Button Down Long Sleeve Stretch Collared Shirt Cotton Wrinkle Free Button Up Mens Tops", "asin": "B0C5H87CZ9", "price": "$27.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Flannel Shirt for Men 100% Cotton Mens Flannel Shirts Long Sleeve Plaid Soft Casual Button Down Shirt Men", "asin": "B0D17GS6T8", "price": "$33.29", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Regular Fit Long Sleeve Casual Shirt (Regular and Big & Tall)", "asin": "B0BLF8BCNF", "price": "$29.61", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Gingham Dress Shirt", "asin": "B00EYBKG8W", "price": "$43.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down", "asin": "B08GQ7BRSX"}, {"title": "Men's Western Pearl Snap Button Up Casual Cowboy Long Sleeve Two Pockets Work Shirts", "asin": "B076B2J2TX", "price": "$30.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Classic Fit Long Sleeve Button Down Shirt", "asin": "B0DV6NY38Z", "price": "$59.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Long Sleeve Button-Down Shirt - Classic Woven Wrinkle-Resistant Formal Collared Shirt for Men (Sizes: S-XXL)", "asin": "B0CDDW91YP", "price": "$37.47", "delivery": "FREE delivery Apr 14 - 18 Or fastest delivery Apr 9 - 10"}, {"title": "Mens Flannel Shirt Long Sleeve Plaid Flannel Shirt for Men Soft 100% Cotton Casual Button Down Shirts Regular Fit", "asin": "B093B28Z79", "price": "$32.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts", "asin": "B0DJLTQ753", "price": "$19.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"}, {"title": "Men's Gingham Easy Care Long Sleeve Button-Down Shirt", "asin": "B012945DFQ", "price": "$27.18", "delivery": "FREE delivery Wed, Apr 9"}, {"title": "Men's Long Sleeve Plaid Checkered Button Down Shirt#2501", "asin": "B09N8ZCLM5", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Flannel Shirts Long Sleeve Flannel Shirt for Men Casual Button Down Brushed 100% Cotton Shirt", "asin": "B093PTXPVG", "price": "$36.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T22:31:44.994Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T22:31:44.994Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T22:31:44.994Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 69, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"COOFANDY\\nMen's Knit Shirt Short Sleeve Button Down Vintage Polo Shirts Casual Summer Beach Shirts\", \"asin\": \"B0DHSJKZV8\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0C5JBJ6X7\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Short Sleeve Knit Shirts Casual Button Down Polo Shirt Fashion Summer Beach Tops\", \"asin\": \"B0DHTMGQ8F\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Button Down Long Sleeve Shirt Casual Untucked Dress Shirt Regular Fit Wedding Shirts\", \"asin\": \"B0D4624QDC\", \"price\": \"$24.28\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257YG8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NITAGUT\\nMen's Short Sleeve Shirts Casual Button Down Shirts Vacation Beach Summer Hollow Out Tops\", \"asin\": \"B0CT5Q4NRT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Gleeease\\nLinen Shirts for Men Button Down Short Sleeve Shirt Button up Men's Casual Shirt Mens Big and Tall Vacation Hawaiian\", \"asin\": \"B0D4ZHF9YX\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"JEMITOP\\nMen's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt\", \"asin\": \"B0CQX37DZH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0D6V8VT27\", \"price\": \"$31.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\\\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.\", \"asin\": \"B0DBPCQV3Y\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\\\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.\", \"asin\": \"B0DBPCP1MV\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Chambray Shirt Men Long Sleeve Cotton Work Shirts with 2 Pockets Casual Button Down.\\\" Rated 4.4 out of 5 stars by 241 reviews. Eligible for Prime.\", \"asin\": \"B0DBPFVZLR\"}],\n\"search_results\": [{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt\", \"asin\": \"B0CQX2P4T2\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0C5JBJ6X7\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Dress Shirts Slim Fit Solid Long Sleeve Casual Button Down Shirts\", \"asin\": \"B0746CT87M\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Stretch Dress Shirts Long Sleeve Button Down Shirt Regular Fit Formal Business Shirts\", \"asin\": \"B0D83VKP4F\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket\", \"asin\": \"B0DJ59RH4V\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Regular-Fit Long-Sleeve Casual Poplin Shirt\", \"asin\": \"B0775PM9KG\", \"price\": \"$22.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts\", \"asin\": \"B0C49ZWZNG\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Long Sleeve Classic Woven Shirt\", \"asin\": \"B00XH7IAWS\", \"price\": \"$26.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs\", \"asin\": \"B012XWXVUI\", \"price\": \"$26.10\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit\", \"asin\": \"B079D8WTC7\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Knit Polo Shirts Short Sleeve Textured Knitted Shirt Casual Golf Polo T Shirt\", \"asin\": \"B0DRVJXBZM\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Mens Hawaiian Floral Shirts Cotton Linen Casual Button Down Short Sleeve Beach Shirts\", \"asin\": \"B0C3MHT866\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Dot Dress Shirt\", \"asin\": \"B0DPXTGXYK\", \"price\": \"$85.00\", \"delivery\": \"$15 delivery Thu, Apr 10\"},\n{\"title\": \"Men's Dress Shirts Short Sleeve Business Casual Regular Fit Button Down Shirts with Pocket\", \"asin\": \"B0D4YR99FS\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt\", \"asin\": \"B0D8QKZN1B\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Sport Western Basic Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B008KGYWAK\", \"price\": \"$26.82\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Slim-Fit Long-Sleeve Poplin Shirt\", \"asin\": \"B0775YR7JS\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt\", \"asin\": \"B0DBD64QJB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cotton Mens Dress Shirts Short Sleeve Button Down Shirts Formal Summer Dress Shirt Casual Button Up Shirts Men\", \"asin\": \"B0CSFCYNGQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt\", \"asin\": \"B07TFDNCFH\", \"price\": \"$26.59\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Short Sleeve Button Down Shirts Casual Hollow Out Summer Beach Shirt\", \"asin\": \"B0DSW8N79L\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Dress Shirt Long Sleeve Wrinkle Free Formal Shirts Business Casual Button Down Shirts\", \"asin\": \"B0DM4WZ52B\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Casual Button Down Shirt Untucked Long Sleeve Stretch Denim Dress Shirt\", \"asin\": \"B0CY1XFT4X\", \"price\": \"$24.31\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts\", \"asin\": \"B0C3PXYX9P\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)\", \"asin\": \"B078N6SQYN\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt\", \"asin\": \"B0D9YJG4RN\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Dress Shirts Short Sleeve Slim Fit Business Casual Shirts for Men Button Up Shirts\", \"asin\": \"B0D9BB4X9K\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men\", \"asin\": \"B0CVWD3KNR\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Flannel Shirts, Long-Sleeve, Slim-Fit, Two-Pocket, Plaid\", \"asin\": \"B08X5C1X46\", \"price\": \"$20.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Button Down Shirt Texture Wrinkle Free Shirts Long Sleeve Waffle Untucked Shirt\", \"asin\": \"B0D8Q9MZZ4\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DVDG9T2V\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket\", \"asin\": \"B0D8SYKZ1M\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0D5N87RJ7\", \"price\": \"$79.50\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Traditional Fit No Iron Twill Shirt\", \"asin\": \"B0DB9DJ5R1\", \"price\": \"$45.46\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Plaid Button Down Shirts Regular Fit Long Sleeve Casual Business Shirts\", \"asin\": \"B0C93LGNWX\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts\", \"asin\": \"B08S3VG9WT\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts\", \"asin\": \"B07N3Z349X\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts\", \"asin\": \"B06XCFKCC2\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts\", \"asin\": \"B01ALC4V10\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)\", \"asin\": \"B0866G8CB3\", \"price\": \"$23.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL\", \"asin\": \"B0D93QD4G9\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery May 23 - 30\"},\n{\"title\": \"Men's Long Sleeve Plaid Shirt\", \"asin\": \"B0DGDJ9MTX\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Flannel Shirts Long Sleeve, Slim-Fit Button Down Plaid\", \"asin\": \"B07N3K3SMB\", \"price\": \"$20.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BWSF2G5J\", \"price\": \"$108.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Stretch Poplin Shirt\", \"asin\": \"B0B6CXV6KL\", \"price\": \"$33.64\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Oxford Button Down Shirt\", \"asin\": \"B0DCHP2VQD\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Printed Cotton Casual Long Sleeve Regular Fit Dress Shirt\", \"asin\": \"B07WGKNKDB\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Flannel Plaid Shirts Long Sleeve Casual Cotton Button Down Shirts\", \"asin\": \"B0CBSM95BV\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Dress Shirts Slim Fit Button Down Long Sleeve Stretch Collared Shirt Cotton Wrinkle Free Button Up Mens Tops\", \"asin\": \"B0C5H87CZ9\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Flannel Shirt for Men 100% Cotton Mens Flannel Shirts Long Sleeve Plaid Soft Casual Button Down Shirt Men\", \"asin\": \"B0D17GS6T8\", \"price\": \"$33.29\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Regular Fit Long Sleeve Casual Shirt (Regular and Big & Tall)\", \"asin\": \"B0BLF8BCNF\", \"price\": \"$29.61\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Gingham Dress Shirt\", \"asin\": \"B00EYBKG8W\", \"price\": \"$43.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B08GQ7BRSX\"},\n{\"title\": \"Men's Western Pearl Snap Button Up Casual Cowboy Long Sleeve Two Pockets Work Shirts\", \"asin\": \"B076B2J2TX\", \"price\": \"$30.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Button Down Shirt\", \"asin\": \"B0DV6NY38Z\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Button-Down Shirt - Classic Woven Wrinkle-Resistant Formal Collared Shirt for Men (Sizes: S-XXL)\", \"asin\": \"B0CDDW91YP\", \"price\": \"$37.47\", \"delivery\": \"FREE delivery Apr 14 - 18 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"Mens Flannel Shirt Long Sleeve Plaid Flannel Shirt for Men Soft 100% Cotton Casual Button Down Shirts Regular Fit\", \"asin\": \"B093B28Z79\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts\", \"asin\": \"B0DJLTQ753\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Men's Gingham Easy Care Long Sleeve Button-Down Shirt\", \"asin\": \"B012945DFQ\", \"price\": \"$27.18\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Plaid Checkered Button Down Shirt#2501\", \"asin\": \"B09N8ZCLM5\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Flannel Shirts Long Sleeve Flannel Shirt for Men Casual Button Down Brushed 100% Cotton Shirt\", \"asin\": \"B093PTXPVG\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:31:44.994Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"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\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08C7M57M5\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08QD62WFH\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08P6QDRSS\"}],\n\"search_results\": [{\"title\": \"Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket\", \"asin\": \"B0DJ59RH4V\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Long Sleeve Classic Woven Shirt\", \"asin\": \"B00XH7IAWS\", \"price\": \"$26.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Men's Regular-Fit Long-Sleeve Casual Poplin Shirt\", \"asin\": \"B0775PM9KG\", \"price\": \"$22.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs\", \"asin\": \"B012XWXVUI\", \"price\": \"$26.10\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Mens Casual Button Down Shirts Wrinkle Free 4-Way Stretch Dress Shirs Long Sleeve Plaid Business Shirts for Men\", \"asin\": \"B0D93FC2JN\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0BZDRBHJY\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B08GQ82454\", \"price\": \"$27.14\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0D5MZY8QT\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Slim-Fit Long-Sleeve Poplin Shirt\", \"asin\": \"B0775YR7JS\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt\", \"asin\": \"B0D8QKZN1B\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Button Down Shirts Wrinkle Free 4-Way Stretch Print Business Casual Shirt\", \"asin\": \"B0BYHK1Z6Q\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit\", \"asin\": \"B079D8WTC7\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt\", \"asin\": \"B0DBD64QJB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)\", \"asin\": \"B078N6SQYN\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Mens Button Up Shirts Long Sleeve Casual Button Down Cotton Vintage Soft Plaid with Pocket\", \"asin\": \"B0CS2F6P99\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt\", \"asin\": \"B0D9YJG4RN\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B07BN1TY69\", \"price\": \"$32.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Kenneth Cole Unlisted Men's Dress Shirt Slim Fit Checks and Stripes (Patterned)\", \"asin\": \"B01M09HMWJ\", \"price\": \"$20.47\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Printed Dress Shirts Long Sleeve Regular Fit Button Down Shirt\", \"asin\": \"B0B6V446CC\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts\", \"asin\": \"B0C3PXYX9P\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men\", \"asin\": \"B0CVWD3KNR\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWM31P6\", \"price\": \"$47.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Regular Fit Gingham Button Down Collar Dress Shirt\", \"asin\": \"B00T3CJFFM\", \"price\": \"$23.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Button Down Shirt Long Sleeve Linen Chambray Shirt\", \"asin\": \"B0BCG11186\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts\", \"asin\": \"B0DJLSFKKX\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Casual Dress Shirt Button Down Shirts Long-Sleeve Plaid Collar Denim Work Shirt\", \"asin\": \"B075WV82T7\", \"price\": \"$26.78\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket\", \"asin\": \"B0D8SYKZ1M\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts\", \"asin\": \"B07RDKPFLH\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Shirt with Pocket Cotton Crew Neck Shirts Casual Lightweight T-Shirt\", \"asin\": \"B0C8T3C3YZ\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)\", \"asin\": \"B0866G8CB3\", \"price\": \"$23.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Big and Tall Stratton Flannel Long Sleeve Stretch Button Down Shirt\", \"asin\": \"B0DHFTC6HS\", \"price\": \"$30.25\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts\", \"asin\": \"B0C49ZFTWX\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts\", \"asin\": \"B07N3Z349X\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Paisley Cotton Long Sleeve Shirt Floral Print Casual Retro Button Down Shirt\", \"asin\": \"B0C24JBZ6Y\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Plaid Shirt\", \"asin\": \"B0DGDHKPFM\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Shirts Casual Crewneck Pullover T-Shirt Stretch Textured Knit Tee with Pocket\", \"asin\": \"B0D9Y9LJTP\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Flannel Plaid Shirt Casual Long Sleeve Button Down Shirts with Pockets\", \"asin\": \"B0C8HZWZYG\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts\", \"asin\": \"B08S3HJSX9\", \"price\": \"$22.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Henley Shirts Cotton 3-Button Spring Casual T-Shirts Solid Color Soft Basic Tops 2025\", \"asin\": \"B0CN92KJDT\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts\", \"asin\": \"B06XCFKCC2\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Plaid Mens Flannel Shirts Long Sleeve Dress Shirts for Men Casual Button Down Big and Tall Button Up Shirt\", \"asin\": \"B0D9NL487C\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Western Cowboy Long Sleeve Pearl Snap Casual Work Shirts\", \"asin\": \"B07Q7MQ35Z\", \"price\": \"$30.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt\", \"asin\": \"B0CGRB8RFH\", \"price\": \"$19.88\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL\", \"asin\": \"B0D93QD4G9\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery May 23 - 30\"},\n{\"title\": \"Men's Business Dress Shirt Long Sleeve Slim Fit Casual Button Down Shirt\", \"asin\": \"B08X41NSXZ\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Pearl Snap Shirts for Men Long Sleeve Western Shirts for Men Vintage Casual Plaid Shirt Cowboy Shirts for Men\", \"asin\": \"B0CV4QQPKC\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Slim Untucked Flex Shirt\", \"asin\": \"B0CV9KP2XF\", \"price\": \"$58.00\", \"delivery\": \"$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14\"},\n{\"title\": \"Men's Fashion Polo Shirts Casual Long Sleeve Golf Shirts Color Block Cotton Tops\", \"asin\": \"B0BG5CV94B\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:32:00.293Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T22:32:00.293Z
click
filter
rule
train
70
2025-04-07T22:32:00.293Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "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": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "ads": [{"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08C7M57M5"}, {"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08QD62WFH"}, {"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08P6QDRSS"}], "search_results": [{"title": "Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket", "asin": "B0DJ59RH4V", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Long Sleeve Classic Woven Shirt", "asin": "B00XH7IAWS", "price": "$26.70", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Men's Regular-Fit Long-Sleeve Casual Poplin Shirt", "asin": "B0775PM9KG", "price": "$22.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs", "asin": "B012XWXVUI", "price": "$26.10", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Mens Casual Button Down Shirts Wrinkle Free 4-Way Stretch Dress Shirs Long Sleeve Plaid Business Shirts for Men", "asin": "B0D93FC2JN", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket", "asin": "B0BZDRBHJY", "price": "$23.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Performance Comfort Long Sleeve Plaid Button Down", "asin": "B08GQ82454", "price": "$27.14", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0D5MZY8QT", "price": "$47.70", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Slim-Fit Long-Sleeve Poplin Shirt", "asin": "B0775YR7JS", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt", "asin": "B0D8QKZN1B", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Button Down Shirts Wrinkle Free 4-Way Stretch Print Business Casual Shirt", "asin": "B0BYHK1Z6Q", "price": "$14.99", "delivery": "FREE delivery Sun, Apr 13 for Prime members"}, {"title": "Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit", "asin": "B079D8WTC7", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt", "asin": "B0DBD64QJB", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)", "asin": "B078N6SQYN", "price": "$34.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Mens Button Up Shirts Long Sleeve Casual Button Down Cotton Vintage Soft Plaid with Pocket", "asin": "B0CS2F6P99", "price": "$34.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt", "asin": "B0D9YJG4RN", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Wrinkle Resistant Long Sleeve Button Front Shirt", "asin": "B07BN1TY69", "price": "$32.24", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Kenneth Cole Unlisted Men's Dress Shirt Slim Fit Checks and Stripes (Patterned)", "asin": "B01M09HMWJ", "price": "$20.47", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Printed Dress Shirts Long Sleeve Regular Fit Button Down Shirt", "asin": "B0B6V446CC", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts", "asin": "B0C3PXYX9P", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men", "asin": "B0CVWD3KNR", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DGWM31P6", "price": "$47.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Regular Fit Gingham Button Down Collar Dress Shirt", "asin": "B00T3CJFFM", "price": "$23.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Casual Button Down Shirt Long Sleeve Linen Chambray Shirt", "asin": "B0BCG11186", "price": "$25.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts", "asin": "B0DJLSFKKX", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Casual Dress Shirt Button Down Shirts Long-Sleeve Plaid Collar Denim Work Shirt", "asin": "B075WV82T7", "price": "$26.78", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket", "asin": "B0D8SYKZ1M", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts", "asin": "B07RDKPFLH", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Long Sleeve Shirt with Pocket Cotton Crew Neck Shirts Casual Lightweight T-Shirt", "asin": "B0C8T3C3YZ", "price": "$14.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)", "asin": "B0866G8CB3", "price": "$23.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Big and Tall Stratton Flannel Long Sleeve Stretch Button Down Shirt", "asin": "B0DHFTC6HS", "price": "$30.25", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts", "asin": "B0C49ZFTWX", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts", "asin": "B07N3Z349X", "price": "$26.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Paisley Cotton Long Sleeve Shirt Floral Print Casual Retro Button Down Shirt", "asin": "B0C24JBZ6Y", "price": "$33.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Long Sleeve Plaid Shirt", "asin": "B0DGDHKPFM", "price": "$24.99", "delivery": "FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10"}, {"title": "Men's Long Sleeve Shirts Casual Crewneck Pullover T-Shirt Stretch Textured Knit Tee with Pocket", "asin": "B0D9Y9LJTP", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Flannel Plaid Shirt Casual Long Sleeve Button Down Shirts with Pockets", "asin": "B0C8HZWZYG", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts", "asin": "B08S3HJSX9", "price": "$22.97", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Long Sleeve Henley Shirts Cotton 3-Button Spring Casual T-Shirts Solid Color Soft Basic Tops 2025", "asin": "B0CN92KJDT", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts", "asin": "B06XCFKCC2", "price": "$27.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Plaid Mens Flannel Shirts Long Sleeve Dress Shirts for Men Casual Button Down Big and Tall Button Up Shirt", "asin": "B0D9NL487C", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Western Cowboy Long Sleeve Pearl Snap Casual Work Shirts", "asin": "B07Q7MQ35Z", "price": "$30.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt", "asin": "B0CGRB8RFH", "price": "$19.88", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL", "asin": "B0D93QD4G9", "price": "$25.99", "delivery": "FREE delivery May 23 - 30"}, {"title": "Men's Business Dress Shirt Long Sleeve Slim Fit Casual Button Down Shirt", "asin": "B08X41NSXZ", "price": "$23.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Pearl Snap Shirts for Men Long Sleeve Western Shirts for Men Vintage Casual Plaid Shirt Cowboy Shirts for Men", "asin": "B0CV4QQPKC", "price": "$39.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Long Sleeve Slim Untucked Flex Shirt", "asin": "B0CV9KP2XF", "price": "$58.00", "delivery": "$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14"}, {"title": "Men's Fashion Polo Shirts Casual Long Sleeve Golf Shirts Color Block Cotton Tops", "asin": "B0BG5CV94B", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T22:32:00.293Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T22:32:00.293Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T22:32:00.293Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "index": 70, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"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\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08C7M57M5\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08QD62WFH\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08P6QDRSS\"}],\n\"search_results\": [{\"title\": \"Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket\", \"asin\": \"B0DJ59RH4V\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Long Sleeve Classic Woven Shirt\", \"asin\": \"B00XH7IAWS\", \"price\": \"$26.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Men's Regular-Fit Long-Sleeve Casual Poplin Shirt\", \"asin\": \"B0775PM9KG\", \"price\": \"$22.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs\", \"asin\": \"B012XWXVUI\", \"price\": \"$26.10\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Mens Casual Button Down Shirts Wrinkle Free 4-Way Stretch Dress Shirs Long Sleeve Plaid Business Shirts for Men\", \"asin\": \"B0D93FC2JN\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0BZDRBHJY\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B08GQ82454\", \"price\": \"$27.14\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0D5MZY8QT\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Slim-Fit Long-Sleeve Poplin Shirt\", \"asin\": \"B0775YR7JS\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt\", \"asin\": \"B0D8QKZN1B\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Button Down Shirts Wrinkle Free 4-Way Stretch Print Business Casual Shirt\", \"asin\": \"B0BYHK1Z6Q\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit\", \"asin\": \"B079D8WTC7\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt\", \"asin\": \"B0DBD64QJB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)\", \"asin\": \"B078N6SQYN\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Mens Button Up Shirts Long Sleeve Casual Button Down Cotton Vintage Soft Plaid with Pocket\", \"asin\": \"B0CS2F6P99\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt\", \"asin\": \"B0D9YJG4RN\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B07BN1TY69\", \"price\": \"$32.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Kenneth Cole Unlisted Men's Dress Shirt Slim Fit Checks and Stripes (Patterned)\", \"asin\": \"B01M09HMWJ\", \"price\": \"$20.47\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Printed Dress Shirts Long Sleeve Regular Fit Button Down Shirt\", \"asin\": \"B0B6V446CC\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts\", \"asin\": \"B0C3PXYX9P\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men\", \"asin\": \"B0CVWD3KNR\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWM31P6\", \"price\": \"$47.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Regular Fit Gingham Button Down Collar Dress Shirt\", \"asin\": \"B00T3CJFFM\", \"price\": \"$23.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Button Down Shirt Long Sleeve Linen Chambray Shirt\", \"asin\": \"B0BCG11186\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts\", \"asin\": \"B0DJLSFKKX\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Casual Dress Shirt Button Down Shirts Long-Sleeve Plaid Collar Denim Work Shirt\", \"asin\": \"B075WV82T7\", \"price\": \"$26.78\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket\", \"asin\": \"B0D8SYKZ1M\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts\", \"asin\": \"B07RDKPFLH\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Shirt with Pocket Cotton Crew Neck Shirts Casual Lightweight T-Shirt\", \"asin\": \"B0C8T3C3YZ\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)\", \"asin\": \"B0866G8CB3\", \"price\": \"$23.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Big and Tall Stratton Flannel Long Sleeve Stretch Button Down Shirt\", \"asin\": \"B0DHFTC6HS\", \"price\": \"$30.25\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts\", \"asin\": \"B0C49ZFTWX\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts\", \"asin\": \"B07N3Z349X\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Paisley Cotton Long Sleeve Shirt Floral Print Casual Retro Button Down Shirt\", \"asin\": \"B0C24JBZ6Y\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Plaid Shirt\", \"asin\": \"B0DGDHKPFM\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Shirts Casual Crewneck Pullover T-Shirt Stretch Textured Knit Tee with Pocket\", \"asin\": \"B0D9Y9LJTP\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Flannel Plaid Shirt Casual Long Sleeve Button Down Shirts with Pockets\", \"asin\": \"B0C8HZWZYG\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts\", \"asin\": \"B08S3HJSX9\", \"price\": \"$22.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Henley Shirts Cotton 3-Button Spring Casual T-Shirts Solid Color Soft Basic Tops 2025\", \"asin\": \"B0CN92KJDT\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts\", \"asin\": \"B06XCFKCC2\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Plaid Mens Flannel Shirts Long Sleeve Dress Shirts for Men Casual Button Down Big and Tall Button Up Shirt\", \"asin\": \"B0D9NL487C\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Western Cowboy Long Sleeve Pearl Snap Casual Work Shirts\", \"asin\": \"B07Q7MQ35Z\", \"price\": \"$30.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt\", \"asin\": \"B0CGRB8RFH\", \"price\": \"$19.88\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL\", \"asin\": \"B0D93QD4G9\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery May 23 - 30\"},\n{\"title\": \"Men's Business Dress Shirt Long Sleeve Slim Fit Casual Button Down Shirt\", \"asin\": \"B08X41NSXZ\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Pearl Snap Shirts for Men Long Sleeve Western Shirts for Men Vintage Casual Plaid Shirt Cowboy Shirts for Men\", \"asin\": \"B0CV4QQPKC\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Slim Untucked Flex Shirt\", \"asin\": \"B0CV9KP2XF\", \"price\": \"$58.00\", \"delivery\": \"$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14\"},\n{\"title\": \"Men's Fashion Polo Shirts Casual Long Sleeve Golf Shirts Color Block Cotton Tops\", \"asin\": \"B0BG5CV94B\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:32:00.293Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08C7M57M5\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08QD62WFH\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08P6QDRSS\"}],\n\"search_results\": [{\"title\": \"Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket\", \"asin\": \"B0DJ59RH4V\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Long Sleeve Classic Woven Shirt\", \"asin\": \"B00XH7IAWS\", \"price\": \"$26.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Men's Regular-Fit Long-Sleeve Casual Poplin Shirt\", \"asin\": \"B0775PM9KG\", \"price\": \"$22.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs\", \"asin\": \"B012XWXVUI\", \"price\": \"$26.10\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Mens Casual Button Down Shirts Wrinkle Free 4-Way Stretch Dress Shirs Long Sleeve Plaid Business Shirts for Men\", \"asin\": \"B0D93FC2JN\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0BZDRBHJY\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B08GQ82454\", \"price\": \"$27.14\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0D5MZY8QT\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Slim-Fit Long-Sleeve Poplin Shirt\", \"asin\": \"B0775YR7JS\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt\", \"asin\": \"B0D8QKZN1B\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Button Down Shirts Wrinkle Free 4-Way Stretch Print Business Casual Shirt\", \"asin\": \"B0BYHK1Z6Q\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit\", \"asin\": \"B079D8WTC7\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt\", \"asin\": \"B0DBD64QJB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)\", \"asin\": \"B078N6SQYN\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Mens Button Up Shirts Long Sleeve Casual Button Down Cotton Vintage Soft Plaid with Pocket\", \"asin\": \"B0CS2F6P99\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt\", \"asin\": \"B0D9YJG4RN\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B07BN1TY69\", \"price\": \"$32.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Kenneth Cole Unlisted Men's Dress Shirt Slim Fit Checks and Stripes (Patterned)\", \"asin\": \"B01M09HMWJ\", \"price\": \"$20.47\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Printed Dress Shirts Long Sleeve Regular Fit Button Down Shirt\", \"asin\": \"B0B6V446CC\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts\", \"asin\": \"B0C3PXYX9P\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men\", \"asin\": \"B0CVWD3KNR\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWM31P6\", \"price\": \"$47.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Regular Fit Gingham Button Down Collar Dress Shirt\", \"asin\": \"B00T3CJFFM\", \"price\": \"$23.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Button Down Shirt Long Sleeve Linen Chambray Shirt\", \"asin\": \"B0BCG11186\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts\", \"asin\": \"B0DJLSFKKX\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Casual Dress Shirt Button Down Shirts Long-Sleeve Plaid Collar Denim Work Shirt\", \"asin\": \"B075WV82T7\", \"price\": \"$26.78\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket\", \"asin\": \"B0D8SYKZ1M\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts\", \"asin\": \"B07RDKPFLH\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Shirt with Pocket Cotton Crew Neck Shirts Casual Lightweight T-Shirt\", \"asin\": \"B0C8T3C3YZ\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)\", \"asin\": \"B0866G8CB3\", \"price\": \"$23.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Big and Tall Stratton Flannel Long Sleeve Stretch Button Down Shirt\", \"asin\": \"B0DHFTC6HS\", \"price\": \"$30.25\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts\", \"asin\": \"B0C49ZFTWX\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts\", \"asin\": \"B07N3Z349X\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Paisley Cotton Long Sleeve Shirt Floral Print Casual Retro Button Down Shirt\", \"asin\": \"B0C24JBZ6Y\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Plaid Shirt\", \"asin\": \"B0DGDHKPFM\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Shirts Casual Crewneck Pullover T-Shirt Stretch Textured Knit Tee with Pocket\", \"asin\": \"B0D9Y9LJTP\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Flannel Plaid Shirt Casual Long Sleeve Button Down Shirts with Pockets\", \"asin\": \"B0C8HZWZYG\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts\", \"asin\": \"B08S3HJSX9\", \"price\": \"$22.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Henley Shirts Cotton 3-Button Spring Casual T-Shirts Solid Color Soft Basic Tops 2025\", \"asin\": \"B0CN92KJDT\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts\", \"asin\": \"B06XCFKCC2\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Plaid Mens Flannel Shirts Long Sleeve Dress Shirts for Men Casual Button Down Big and Tall Button Up Shirt\", \"asin\": \"B0D9NL487C\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Western Cowboy Long Sleeve Pearl Snap Casual Work Shirts\", \"asin\": \"B07Q7MQ35Z\", \"price\": \"$30.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt\", \"asin\": \"B0CGRB8RFH\", \"price\": \"$19.88\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL\", \"asin\": \"B0D93QD4G9\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery May 23 - 30\"},\n{\"title\": \"Men's Business Dress Shirt Long Sleeve Slim Fit Casual Button Down Shirt\", \"asin\": \"B08X41NSXZ\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Pearl Snap Shirts for Men Long Sleeve Western Shirts for Men Vintage Casual Plaid Shirt Cowboy Shirts for Men\", \"asin\": \"B0CV4QQPKC\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Slim Untucked Flex Shirt\", \"asin\": \"B0CV9KP2XF\", \"price\": \"$58.00\", \"delivery\": \"$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14\"},\n{\"title\": \"Men's Fashion Polo Shirts Casual Long Sleeve Golf Shirts Color Block Cotton Tops\", \"asin\": \"B0BG5CV94B\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:32:00.701Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T22:32:00.701Z
click
filter
rule
train
71
2025-04-07T22:32:00.701Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "ads": [{"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08C7M57M5"}, {"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08QD62WFH"}, {"title": "Go to detail page for \"Dubinik\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.", "asin": "B08P6QDRSS"}], "search_results": [{"title": "Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket", "asin": "B0DJ59RH4V", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Long Sleeve Classic Woven Shirt", "asin": "B00XH7IAWS", "price": "$26.70", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Men's Regular-Fit Long-Sleeve Casual Poplin Shirt", "asin": "B0775PM9KG", "price": "$22.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs", "asin": "B012XWXVUI", "price": "$26.10", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Mens Casual Button Down Shirts Wrinkle Free 4-Way Stretch Dress Shirs Long Sleeve Plaid Business Shirts for Men", "asin": "B0D93FC2JN", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket", "asin": "B0BZDRBHJY", "price": "$23.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Performance Comfort Long Sleeve Plaid Button Down", "asin": "B08GQ82454", "price": "$27.14", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0D5MZY8QT", "price": "$47.70", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Slim-Fit Long-Sleeve Poplin Shirt", "asin": "B0775YR7JS", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt", "asin": "B0D8QKZN1B", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Button Down Shirts Wrinkle Free 4-Way Stretch Print Business Casual Shirt", "asin": "B0BYHK1Z6Q", "price": "$14.99", "delivery": "FREE delivery Sun, Apr 13 for Prime members"}, {"title": "Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit", "asin": "B079D8WTC7", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt", "asin": "B0DBD64QJB", "price": "$26.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)", "asin": "B078N6SQYN", "price": "$34.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Mens Button Up Shirts Long Sleeve Casual Button Down Cotton Vintage Soft Plaid with Pocket", "asin": "B0CS2F6P99", "price": "$34.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt", "asin": "B0D9YJG4RN", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Wrinkle Resistant Long Sleeve Button Front Shirt", "asin": "B07BN1TY69", "price": "$32.24", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Kenneth Cole Unlisted Men's Dress Shirt Slim Fit Checks and Stripes (Patterned)", "asin": "B01M09HMWJ", "price": "$20.47", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Printed Dress Shirts Long Sleeve Regular Fit Button Down Shirt", "asin": "B0B6V446CC", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts", "asin": "B0C3PXYX9P", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men", "asin": "B0CVWD3KNR", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DGWM31P6", "price": "$47.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Regular Fit Gingham Button Down Collar Dress Shirt", "asin": "B00T3CJFFM", "price": "$23.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Casual Button Down Shirt Long Sleeve Linen Chambray Shirt", "asin": "B0BCG11186", "price": "$25.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts", "asin": "B0DJLSFKKX", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Casual Dress Shirt Button Down Shirts Long-Sleeve Plaid Collar Denim Work Shirt", "asin": "B075WV82T7", "price": "$26.78", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket", "asin": "B0D8SYKZ1M", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts", "asin": "B07RDKPFLH", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Long Sleeve Shirt with Pocket Cotton Crew Neck Shirts Casual Lightweight T-Shirt", "asin": "B0C8T3C3YZ", "price": "$14.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)", "asin": "B0866G8CB3", "price": "$23.70", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Big and Tall Stratton Flannel Long Sleeve Stretch Button Down Shirt", "asin": "B0DHFTC6HS", "price": "$30.25", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts", "asin": "B0C49ZFTWX", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts", "asin": "B07N3Z349X", "price": "$26.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Paisley Cotton Long Sleeve Shirt Floral Print Casual Retro Button Down Shirt", "asin": "B0C24JBZ6Y", "price": "$33.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Long Sleeve Plaid Shirt", "asin": "B0DGDHKPFM", "price": "$24.99", "delivery": "FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10"}, {"title": "Men's Long Sleeve Shirts Casual Crewneck Pullover T-Shirt Stretch Textured Knit Tee with Pocket", "asin": "B0D9Y9LJTP", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Flannel Plaid Shirt Casual Long Sleeve Button Down Shirts with Pockets", "asin": "B0C8HZWZYG", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts", "asin": "B08S3HJSX9", "price": "$22.97", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Long Sleeve Henley Shirts Cotton 3-Button Spring Casual T-Shirts Solid Color Soft Basic Tops 2025", "asin": "B0CN92KJDT", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts", "asin": "B06XCFKCC2", "price": "$27.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Plaid Mens Flannel Shirts Long Sleeve Dress Shirts for Men Casual Button Down Big and Tall Button Up Shirt", "asin": "B0D9NL487C", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Western Cowboy Long Sleeve Pearl Snap Casual Work Shirts", "asin": "B07Q7MQ35Z", "price": "$30.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt", "asin": "B0CGRB8RFH", "price": "$19.88", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL", "asin": "B0D93QD4G9", "price": "$25.99", "delivery": "FREE delivery May 23 - 30"}, {"title": "Men's Business Dress Shirt Long Sleeve Slim Fit Casual Button Down Shirt", "asin": "B08X41NSXZ", "price": "$23.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Pearl Snap Shirts for Men Long Sleeve Western Shirts for Men Vintage Casual Plaid Shirt Cowboy Shirts for Men", "asin": "B0CV4QQPKC", "price": "$39.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Long Sleeve Slim Untucked Flex Shirt", "asin": "B0CV9KP2XF", "price": "$58.00", "delivery": "$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14"}, {"title": "Men's Fashion Polo Shirts Casual Long Sleeve Golf Shirts Color Block Cotton Tops", "asin": "B0BG5CV94B", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T22:32:00.701Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T22:32:00.701Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T22:32:00.701Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>", "index": 71, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08C7M57M5\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08QD62WFH\"},\n{\"title\": \"Go to detail page for \\\"Dubinik\\u00ae Denim Shirt Men Mens Denim Shirts Long Sleeve Mens Denim Button Down Shirt Cotton Regular Fit Casual Work Shirts.\\\" Rated 4.4 out of 5 stars by 2230 reviews. Eligible for Prime.\", \"asin\": \"B08P6QDRSS\"}],\n\"search_results\": [{\"title\": \"Men's Transitional Weather Slim Fit Long Sleeve Button Down Shirt Business Casual Dress Shirts with Pocket\", \"asin\": \"B0DJ59RH4V\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Long Sleeve Classic Woven Shirt\", \"asin\": \"B00XH7IAWS\", \"price\": \"$26.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Men's Regular-Fit Long-Sleeve Casual Poplin Shirt\", \"asin\": \"B0775PM9KG\", \"price\": \"$22.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Buck Camp Flannel, Long Sleeve Plaid Button Down Casual Shirt, Corduroy Cuffs\", \"asin\": \"B012XWXVUI\", \"price\": \"$26.10\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Mens Casual Button Down Shirts Wrinkle Free 4-Way Stretch Dress Shirs Long Sleeve Plaid Business Shirts for Men\", \"asin\": \"B0D93FC2JN\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0BZDRBHJY\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B08GQ82454\", \"price\": \"$27.14\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0D5MZY8QT\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Slim-Fit Long-Sleeve Poplin Shirt\", \"asin\": \"B0775YR7JS\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Dress Shirts Stretch Long Sleeve Button Down Shirts Print Regular Fit Casual Busines Shirt\", \"asin\": \"B0D8QKZN1B\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Button Down Shirts Wrinkle Free 4-Way Stretch Print Business Casual Shirt\", \"asin\": \"B0BYHK1Z6Q\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"Mens Button Down Shirts Cotton Long Sleeve Shirts Regular Fit\", \"asin\": \"B079D8WTC7\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Button Down Shirts Plaid Long Sleeve Dress Shirts Regular-Fit Casual Shirt\", \"asin\": \"B0DBD64QJB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Signature Comfort Flex Shirt (Standard and Big & Tall)\", \"asin\": \"B078N6SQYN\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Mens Button Up Shirts Long Sleeve Casual Button Down Cotton Vintage Soft Plaid with Pocket\", \"asin\": \"B0CS2F6P99\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Long Sleeve Shirts for Men Plaid Button Down Shirt Mens Casual Cotton Button Up Pocket Shirt\", \"asin\": \"B0D9YJG4RN\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B07BN1TY69\", \"price\": \"$32.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Kenneth Cole Unlisted Men's Dress Shirt Slim Fit Checks and Stripes (Patterned)\", \"asin\": \"B01M09HMWJ\", \"price\": \"$20.47\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Printed Dress Shirts Long Sleeve Regular Fit Button Down Shirt\", \"asin\": \"B0B6V446CC\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Button Down Long Sleeve Shirts Regular Fit Dress Shirts Business Casual Plaid Shirts\", \"asin\": \"B0C3PXYX9P\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Dress Shirts Plaid Button Down Shirt Long Sleeve Formal Business Gingham Shirt for Men\", \"asin\": \"B0CVWD3KNR\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWM31P6\", \"price\": \"$47.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Regular Fit Gingham Button Down Collar Dress Shirt\", \"asin\": \"B00T3CJFFM\", \"price\": \"$23.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Button Down Shirt Long Sleeve Linen Chambray Shirt\", \"asin\": \"B0BCG11186\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Plaid Button Down Shirt Long Sleeve Dress Shirt Regular Fit Business Casual Gingham Shirts\", \"asin\": \"B0DJLSFKKX\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Casual Dress Shirt Button Down Shirts Long-Sleeve Plaid Collar Denim Work Shirt\", \"asin\": \"B075WV82T7\", \"price\": \"$26.78\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Plaid Button Down Shirt Long Sleeve Dress Shirts for Men Casual Wrinkle Free Regular Fit Work Shirt with Pocket\", \"asin\": \"B0D8SYKZ1M\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Plaid Dress Shirt Long Sleeve Business Casual Regular Fit Button Down Shirts\", \"asin\": \"B07RDKPFLH\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Shirt with Pocket Cotton Crew Neck Shirts Casual Lightweight T-Shirt\", \"asin\": \"B0C8T3C3YZ\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long-Sleeve Flannel Shirt (Available in Big & Tall)\", \"asin\": \"B0866G8CB3\", \"price\": \"$23.70\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Big and Tall Stratton Flannel Long Sleeve Stretch Button Down Shirt\", \"asin\": \"B0DHFTC6HS\", \"price\": \"$30.25\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts\", \"asin\": \"B0C49ZFTWX\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Men's Long Sleeve Dress Shirt Plaid Collar Casual Button Down Shirts\", \"asin\": \"B07N3Z349X\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Paisley Cotton Long Sleeve Shirt Floral Print Casual Retro Button Down Shirt\", \"asin\": \"B0C24JBZ6Y\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Plaid Shirt\", \"asin\": \"B0DGDHKPFM\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Shirts Casual Crewneck Pullover T-Shirt Stretch Textured Knit Tee with Pocket\", \"asin\": \"B0D9Y9LJTP\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Flannel Plaid Shirt Casual Long Sleeve Button Down Shirts with Pockets\", \"asin\": \"B0C8HZWZYG\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Slim Fit 100% Cotton Plaid Shirts\", \"asin\": \"B08S3HJSX9\", \"price\": \"$22.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Henley Shirts Cotton 3-Button Spring Casual T-Shirts Solid Color Soft Basic Tops 2025\", \"asin\": \"B0CN92KJDT\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts\", \"asin\": \"B06XCFKCC2\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Plaid Mens Flannel Shirts Long Sleeve Dress Shirts for Men Casual Button Down Big and Tall Button Up Shirt\", \"asin\": \"B0D9NL487C\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Western Cowboy Long Sleeve Pearl Snap Casual Work Shirts\", \"asin\": \"B07Q7MQ35Z\", \"price\": \"$30.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt\", \"asin\": \"B0CGRB8RFH\", \"price\": \"$19.88\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men Plaid Casual Slim Fit Long Sleeve Button Down Dress Shirts, S - 3XL\", \"asin\": \"B0D93QD4G9\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery May 23 - 30\"},\n{\"title\": \"Men's Business Dress Shirt Long Sleeve Slim Fit Casual Button Down Shirt\", \"asin\": \"B08X41NSXZ\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Pearl Snap Shirts for Men Long Sleeve Western Shirts for Men Vintage Casual Plaid Shirt Cowboy Shirts for Men\", \"asin\": \"B0CV4QQPKC\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Slim Untucked Flex Shirt\", \"asin\": \"B0CV9KP2XF\", \"price\": \"$58.00\", \"delivery\": \"$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14\"},\n{\"title\": \"Men's Fashion Polo Shirts Casual Long Sleeve Golf Shirts Color Block Cotton Tops\", \"asin\": \"B0BG5CV94B\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:32:00.701Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"2025-04-07T22:46:27.644Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T22:46:27.644Z
input
清洁面膜
rule
train
72
2025-04-07T22:46:27.644Z
input
清洁面膜
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata 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": "2025-04-07T22:46:27.644Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T22:46:27.644Z\",\"action\": \"input\",\"acion_argument\": \"清洁面膜\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T22:46:27.644Z\",\"action\": \"input\",\"acion_argument\": \"清洁面膜\",}</answer>", "index": 72, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"2025-04-07T22:46:27.644Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u6e05\\u6d01\\u9762\\u819c\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:46:27.885Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T22:46:27.885Z
click
search
rule
train
73
2025-04-07T22:46:27.885Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u6e05\u6d01\u9762\u819c"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T22:46:27.885Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T22:46:27.885Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T22:46:27.885Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 73, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u6e05\\u6d01\\u9762\\u819c\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:46:27.885Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u6e05\\u6d01\\u9762\\u819c\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\\nAll Skin Type\", \"asin\": \"B0034JTD0W\", \"price\": \"$47.00\", \"quantity\": \"\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\\n3.53 Ounce (Pack of 1)\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\\nSensitive Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B00175S7T8\", \"price\": \"$52.00\", \"quantity\": \"\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\\n5.07 Fl Oz (Pack of 1)\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Mamaearth Ubtan Face Pack with Turmeric & Saffron | De-Tan Mask Helps Remove Tanning & Restore Natural Glow | Helps Make Skin Soft & Supple | 3.53 Oz (100g)\\nAll Skin Type3.53 Ounce (Pack of 1)\", \"asin\": \"B07QSQCF9R\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\\nAll Skin Type1 Count (Pack of 23)\", \"asin\": \"B08TM73DZ3\", \"price\": \"$31.05\", \"quantity\": \"\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\\nDry Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"quantity\": \"\"},\n{\"title\": \"Hyaluronic Acid & Collagen Sheet Mask - Hydrating, Anti-Aging, Skin Firming - Dermatologist Tested Korean Skincare - Clean Beauty, Natural Ingredients, Cruelty-Free, All Skin Types - 5 Masks\\n5 Count (Pack of 1)\", \"asin\": \"B0B57P7676\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\\nNormal Skin Type3.52 Ounce (Pack of 1)\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"NOWATER Collagen Wrapping Mask, Elasticity Improving, Hydrating, Firming - Hydrolyzed Collagen & Peptide, Glass Skin Peel Off Mask, Korean Skincare for Face (2.4 fl.oz)\\n2.4 Fl Oz (Pack of 1)\", \"asin\": \"B0DQNPZ542\", \"price\": \"$16.25\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"MDP+ RED LACTO COLLAGEN WRAPPING MASK, Glowy, Skin Elasticity, Hydrating, 2.36oz/70ml,Peel-off Mask, Pore Lifting and Minimizing, Korean Glass Skin\", \"asin\": \"B0CWR4ZC1N\"}],\n\"search_results\": [{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B0034JTD0W\", \"price\": \"$47.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SHILLS Blackhead Remover, Pore Control, Skin Cleansing, Purifying Bamboo Charcoal, Peel Off Face Mask,1 Bottle(1.69 fl. oz)\", \"asin\": \"B0793P98MW\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\", \"asin\": \"B00175S7T8\", \"price\": \"$52.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"New York Biology Dead Sea Mud Mask for Face and Body - Spa Quality Pore Reducer for Acne, Blackheads & Oily Skin, Natural Skincare for Women, Men - Tightens Skin for A Healthier Complexion - 8.8 oz\", \"asin\": \"B01NCM25K7\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B01KSIO76G\", \"price\": \"$26.00\"},\n{\"title\": \"Vitamin C Face Mask with Kaolin Clay and Turmeric for Dark Spots, Dull Skin, Skincare Facial Mask for Controlling Oil and Refining Pores 5.29 Oz\", \"asin\": \"B08YRD11VS\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Aztec Secret\\u2013 Indian Healing Clay 1 lb \\u2013 Deep Pore Cleansing Facial & Body Mask \\u2013 The Original 100% Natural Calcium Bentonite Clay \\u2013 New Version 2\", \"asin\": \"B081FK6L1G\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Kiehl's Facial Fuel Exfoliating Face Scrub, Facial Cleanser for Men, Smooths Skin & Removes Dead Skin, Dirt & Oil, Helps Soften Tough Facial Hair, with Caffeine, Menthol, Vitamin E & Citrus Extracts\", \"asin\": \"B002LJYI9C\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea\", \"asin\": \"B0B2RM68G2\", \"price\": \"$19.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"HORACE Purifying Face Mask for Men - Facial Deep Cleanse with Kaolin Clay and Blue Everlasting Flower - Pore Refining Skincare for All Skin Types - Unscented, 2.45 fl.oz\", \"asin\": \"B0DCDBWYDY\", \"price\": \"$18.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Majestic Pure Dead Sea Mud Mask - Natural Face and Skin Care - Helps Reducing Pores and Appearances of Acne and Blackheads - Soothing, and Nourishing - 8.8 oz\", \"asin\": \"B00UREAGU8\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"+WIS+ Hyaluronic Acid Face Mask 24 EA with Hyaluronic Acid Serum and Vitamin B5, Hydrating Facial Mask for Dry Skin, Anti-Aging Mask to Plump and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QPRXH2G\", \"price\": \"$21.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Ebanel 10 Pack Carbonated Bubble Clay Mask, Deep Cleansing Face Mask, Detox Volcanic Ash and Bentonite Clay Masks with Collagen Peptides, Vitamin C, Hyaluronic Acid, Niacinamide\", \"asin\": \"B07FB3K984\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Torriden DIVE IN Hyaluronic Acid Facial Mask (10 sheets) | Extra Moisturizing Care | Hyaluronic Acid, Panthenol, Allantoin | Korean Face Mask\", \"asin\": \"B08TBJY2DP\", \"price\": \"$33.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hydrating Facial Cleanser, Gentle Soothing Korean Cleanser Face Wash for Acne-prone Sensitive Skin. Green Plum Low pH Cleansing Gel 200ml 6.76 Fl. Oz.\", \"asin\": \"B0DBJ3N7M5\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\", \"asin\": \"B08TM73DZ3\", \"price\": \"$31.05\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AXIS-Y Mugwort Pore Clarifying Wash Off Pack - Face Exfoliator Targets Clogged Pores, Whitehead & Blackhead Remover - Vegan Korean Skin Care Glass Skin Clay Mask for All Skin Types - 3.38 fl. oz.\", \"asin\": \"B0912BD42B\", \"price\": \"$20.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"+WIS+ Intensive Hydrating Face Masks 24 EA with Hyaluronic Acid Serum for Dry Skin, Collagen Facial Mask to Pore Minimizing, Elasticity Improvement and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QWPYH88\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CENTELLIAN 24 Madeca Derma Face Mask (Intensive, 10pc) - Soothing Cotton Sheet Mask for Sensitive, All Skin Types, 24-Hour Hydration. Premium Korean Skin Care. TECA, Centella Asiatica, Madecassoside\", \"asin\": \"B0842FGLJ6\", \"price\": \"$14.71\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"PUREDERM Deep Purifying Green O2 Bubble Mask 0.88oz x 5ea / Korean beauty/Bubble mask/Cleansing foam/Cleanser/Purifying mask/Green tea mask/Face toxin\", \"asin\": \"B07PD293BY\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml\", \"asin\": \"B00DCE26AI\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Naruko Job's Tears Brightening Mask \\u7d05\\u858f\\u4ec1\\u5065\\u5eb7\\u96ea\\u767d\\u9762\\u819c\", \"asin\": \"B08LJ6HDBS\", \"price\": \"$20.00\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 5 left in stock - order soon.\"},\n{\"title\": \"JMsolution Marine Luminous Pearl Deep Moisture 3 Step Skin Care Facial Mask - Korean Skincare - boosting Brightening Moisturizing-10 Sheets for Dry Skin\", \"asin\": \"B078X8H3JK\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ZealSea Vitamin C American Kaolin Clay Mask with Turmeric, Pro Ultra-Fine Creamy Texture, Deep Pore Cleansing Even Skin Tone Brighten Control Oil Detoxify, 30% Aloe, Jojoba Oil, Shea Butter & Squalane\", \"asin\": \"B098QWW43L\", \"price\": \"$15.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml\", \"asin\": \"B00DCE26AI\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EVE LOM Rescue Mask | Facial mask that purifies and hydrates at the same time. Honey-infused Kaolin Clay conditions skin while ground almonds gently exfoliate when dried mask is buffed off to reveal a brighter complexion. Hydrates up to 72 hours.\", \"asin\": \"B001IIO66W\", \"price\": \"$58.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Tunbot Blackhead Removal Mask 120ML Pull-Off Bamboo Charcoal Mask deeply cleans blackhead dirt and purifies pores for men and women(4.23 fl.oz)\", \"asin\": \"B0C7Q3LL64\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 5 left in stock - order soon.\"},\n{\"title\": \"Cetaphil Clay Mask, DermaControl Purifying Clay Face Mask with Bentonite Clay for Blackheads and Pores, Designed for Oily, Sensitive Skin, 3 Oz\", \"asin\": \"B07SDQDMZ4\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:47:40.486Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T22:47:40.486Z
input
清洁面膜
rule
train
74
2025-04-07T22:47:40.486Z
input
清洁面膜
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u6e05\u6d01\u9762\u819c"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\nAll Skin Type", "asin": "B0034JTD0W", "price": "$47.00", "quantity": ""}, {"title": "Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\n3.53 Ounce (Pack of 1)", "asin": "B0D9LN6VDC", "price": "$24.49", "quantity": ""}, {"title": "ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\nSensitive Skin Type2.5 Fl Oz (Pack of 1)", "asin": "B00175S7T8", "price": "$52.00", "quantity": ""}, {"title": "Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\n5.07 Fl Oz (Pack of 1)", "asin": "B0D4517144", "price": "$17.99", "quantity": ""}, {"title": "Mamaearth Ubtan Face Pack with Turmeric & Saffron | De-Tan Mask Helps Remove Tanning & Restore Natural Glow | Helps Make Skin Soft & Supple | 3.53 Oz (100g)\nAll Skin Type3.53 Ounce (Pack of 1)", "asin": "B07QSQCF9R", "price": "$14.88", "quantity": ""}, {"title": "FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\nAll Skin Type1 Count (Pack of 23)", "asin": "B08TM73DZ3", "price": "$31.05", "quantity": ""}, {"title": "belif Vitamin E Jelly Overnight Mask \u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\nDry Skin Type2.5 Fl Oz (Pack of 1)", "asin": "B085JZSBJR", "price": "$32.30", "quantity": ""}, {"title": "Hyaluronic Acid & Collagen Sheet Mask - Hydrating, Anti-Aging, Skin Firming - Dermatologist Tested Korean Skincare - Clean Beauty, Natural Ingredients, Cruelty-Free, All Skin Types - 5 Masks\n5 Count (Pack of 1)", "asin": "B0B57P7676", "price": "$7.99", "quantity": ""}, {"title": "Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\nNormal Skin Type3.52 Ounce (Pack of 1)", "asin": "B0C42LDCM9", "price": "$45.00", "quantity": ""}, {"title": "NOWATER Collagen Wrapping Mask, Elasticity Improving, Hydrating, Firming - Hydrolyzed Collagen & Peptide, Glass Skin Peel Off Mask, Korean Skincare for Face (2.4 fl.oz)\n2.4 Fl Oz (Pack of 1)", "asin": "B0DQNPZ542", "price": "$16.25", "quantity": ""}], "ads": [{"title": "MDP+ RED LACTO COLLAGEN WRAPPING MASK, Glowy, Skin Elasticity, Hydrating, 2.36oz/70ml,Peel-off Mask, Pore Lifting and Minimizing, Korean Glass Skin", "asin": "B0CWR4ZC1N"}], "search_results": [{"title": "Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera", "asin": "B0034JTD0W", "price": "$47.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types", "asin": "B0D9LN6VDC", "price": "$24.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types", "asin": "B0C42LDCM9", "price": "$45.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "SHILLS Blackhead Remover, Pore Control, Skin Cleansing, Purifying Bamboo Charcoal, Peel Off Face Mask,1 Bottle(1.69 fl. oz)", "asin": "B0793P98MW", "price": "$14.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz", "asin": "B00175S7T8", "price": "$52.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "New York Biology Dead Sea Mud Mask for Face and Body - Spa Quality Pore Reducer for Acne, Blackheads & Oily Skin, Natural Skincare for Women, Men - Tightens Skin for A Healthier Complexion - 8.8 oz", "asin": "B01NCM25K7", "price": "$16.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera", "asin": "B01KSIO76G", "price": "$26.00"}, {"title": "Vitamin C Face Mask with Kaolin Clay and Turmeric for Dark Spots, Dull Skin, Skincare Facial Mask for Controlling Oil and Refining Pores 5.29 Oz", "asin": "B08YRD11VS", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Aztec Secret\u2013 Indian Healing Clay 1 lb \u2013 Deep Pore Cleansing Facial & Body Mask \u2013 The Original 100% Natural Calcium Bentonite Clay \u2013 New Version 2", "asin": "B081FK6L1G", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Kiehl's Facial Fuel Exfoliating Face Scrub, Facial Cleanser for Men, Smooths Skin & Removes Dead Skin, Dirt & Oil, Helps Soften Tough Facial Hair, with Caffeine, Menthol, Vitamin E & Citrus Extracts", "asin": "B002LJYI9C", "price": "$28.00", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz", "asin": "B0D4517144", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea", "asin": "B0B2RM68G2", "price": "$19.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz", "asin": "B0D4517144", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "HORACE Purifying Face Mask for Men - Facial Deep Cleanse with Kaolin Clay and Blue Everlasting Flower - Pore Refining Skincare for All Skin Types - Unscented, 2.45 fl.oz", "asin": "B0DCDBWYDY", "price": "$18.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Majestic Pure Dead Sea Mud Mask - Natural Face and Skin Care - Helps Reducing Pores and Appearances of Acne and Blackheads - Soothing, and Nourishing - 8.8 oz", "asin": "B00UREAGU8", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "+WIS+ Hyaluronic Acid Face Mask 24 EA with Hyaluronic Acid Serum and Vitamin B5, Hydrating Facial Mask for Dry Skin, Anti-Aging Mask to Plump and Repair Dehydrated Skin, Safe on Sensitive Skin", "asin": "B07QPRXH2G", "price": "$21.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Ebanel 10 Pack Carbonated Bubble Clay Mask, Deep Cleansing Face Mask, Detox Volcanic Ash and Bentonite Clay Masks with Collagen Peptides, Vitamin C, Hyaluronic Acid, Niacinamide", "asin": "B07FB3K984", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types", "asin": "B0D9LN6VDC", "price": "$24.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Torriden DIVE IN Hyaluronic Acid Facial Mask (10 sheets) | Extra Moisturizing Care | Hyaluronic Acid, Panthenol, Allantoin | Korean Face Mask", "asin": "B08TBJY2DP", "price": "$33.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "belif Vitamin E Jelly Overnight Mask \u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz", "asin": "B085JZSBJR", "price": "$32.30", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Hydrating Facial Cleanser, Gentle Soothing Korean Cleanser Face Wash for Acne-prone Sensitive Skin. Green Plum Low pH Cleansing Gel 200ml 6.76 Fl. Oz.", "asin": "B0DBJ3N7M5", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)", "asin": "B08TM73DZ3", "price": "$31.05", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "AXIS-Y Mugwort Pore Clarifying Wash Off Pack - Face Exfoliator Targets Clogged Pores, Whitehead & Blackhead Remover - Vegan Korean Skin Care Glass Skin Clay Mask for All Skin Types - 3.38 fl. oz.", "asin": "B0912BD42B", "price": "$20.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "+WIS+ Intensive Hydrating Face Masks 24 EA with Hyaluronic Acid Serum for Dry Skin, Collagen Facial Mask to Pore Minimizing, Elasticity Improvement and Repair Dehydrated Skin, Safe on Sensitive Skin", "asin": "B07QWPYH88", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "CENTELLIAN 24 Madeca Derma Face Mask (Intensive, 10pc) - Soothing Cotton Sheet Mask for Sensitive, All Skin Types, 24-Hour Hydration. Premium Korean Skin Care. TECA, Centella Asiatica, Madecassoside", "asin": "B0842FGLJ6", "price": "$14.71", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "PUREDERM Deep Purifying Green O2 Bubble Mask 0.88oz x 5ea / Korean beauty/Bubble mask/Cleansing foam/Cleanser/Purifying mask/Green tea mask/Face toxin", "asin": "B07PD293BY", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml", "asin": "B00DCE26AI", "price": "$21.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Naruko Job's Tears Brightening Mask \u7d05\u858f\u4ec1\u5065\u5eb7\u96ea\u767d\u9762\u819c", "asin": "B08LJ6HDBS", "price": "$20.00", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 5 left in stock - order soon."}, {"title": "JMsolution Marine Luminous Pearl Deep Moisture 3 Step Skin Care Facial Mask - Korean Skincare - boosting Brightening Moisturizing-10 Sheets for Dry Skin", "asin": "B078X8H3JK", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "ZealSea Vitamin C American Kaolin Clay Mask with Turmeric, Pro Ultra-Fine Creamy Texture, Deep Pore Cleansing Even Skin Tone Brighten Control Oil Detoxify, 30% Aloe, Jojoba Oil, Shea Butter & Squalane", "asin": "B098QWW43L", "price": "$15.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml", "asin": "B00DCE26AI", "price": "$21.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "EVE LOM Rescue Mask | Facial mask that purifies and hydrates at the same time. Honey-infused Kaolin Clay conditions skin while ground almonds gently exfoliate when dried mask is buffed off to reveal a brighter complexion. Hydrates up to 72 hours.", "asin": "B001IIO66W", "price": "$58.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Tunbot Blackhead Removal Mask 120ML Pull-Off Bamboo Charcoal Mask deeply cleans blackhead dirt and purifies pores for men and women(4.23 fl.oz)", "asin": "B0C7Q3LL64", "price": "$14.99", "delivery": "FREE delivery Thu, Apr 10 Only 5 left in stock - order soon."}, {"title": "Cetaphil Clay Mask, DermaControl Purifying Clay Face Mask with Bentonite Clay for Blackheads and Pores, Designed for Oily, Sensitive Skin, 3 Oz", "asin": "B07SDQDMZ4"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T22:47:40.486Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T22:47:40.486Z\",\"action\": \"input\",\"acion_argument\": \"清洁面膜\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T22:47:40.486Z\",\"action\": \"input\",\"acion_argument\": \"清洁面膜\",}</answer>", "index": 74, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u6e05\\u6d01\\u9762\\u819c\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\\nAll Skin Type\", \"asin\": \"B0034JTD0W\", \"price\": \"$47.00\", \"quantity\": \"\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\\n3.53 Ounce (Pack of 1)\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\\nSensitive Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B00175S7T8\", \"price\": \"$52.00\", \"quantity\": \"\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\\n5.07 Fl Oz (Pack of 1)\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Mamaearth Ubtan Face Pack with Turmeric & Saffron | De-Tan Mask Helps Remove Tanning & Restore Natural Glow | Helps Make Skin Soft & Supple | 3.53 Oz (100g)\\nAll Skin Type3.53 Ounce (Pack of 1)\", \"asin\": \"B07QSQCF9R\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\\nAll Skin Type1 Count (Pack of 23)\", \"asin\": \"B08TM73DZ3\", \"price\": \"$31.05\", \"quantity\": \"\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\\nDry Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"quantity\": \"\"},\n{\"title\": \"Hyaluronic Acid & Collagen Sheet Mask - Hydrating, Anti-Aging, Skin Firming - Dermatologist Tested Korean Skincare - Clean Beauty, Natural Ingredients, Cruelty-Free, All Skin Types - 5 Masks\\n5 Count (Pack of 1)\", \"asin\": \"B0B57P7676\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\\nNormal Skin Type3.52 Ounce (Pack of 1)\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"NOWATER Collagen Wrapping Mask, Elasticity Improving, Hydrating, Firming - Hydrolyzed Collagen & Peptide, Glass Skin Peel Off Mask, Korean Skincare for Face (2.4 fl.oz)\\n2.4 Fl Oz (Pack of 1)\", \"asin\": \"B0DQNPZ542\", \"price\": \"$16.25\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"MDP+ RED LACTO COLLAGEN WRAPPING MASK, Glowy, Skin Elasticity, Hydrating, 2.36oz/70ml,Peel-off Mask, Pore Lifting and Minimizing, Korean Glass Skin\", \"asin\": \"B0CWR4ZC1N\"}],\n\"search_results\": [{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B0034JTD0W\", \"price\": \"$47.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SHILLS Blackhead Remover, Pore Control, Skin Cleansing, Purifying Bamboo Charcoal, Peel Off Face Mask,1 Bottle(1.69 fl. oz)\", \"asin\": \"B0793P98MW\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\", \"asin\": \"B00175S7T8\", \"price\": \"$52.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"New York Biology Dead Sea Mud Mask for Face and Body - Spa Quality Pore Reducer for Acne, Blackheads & Oily Skin, Natural Skincare for Women, Men - Tightens Skin for A Healthier Complexion - 8.8 oz\", \"asin\": \"B01NCM25K7\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B01KSIO76G\", \"price\": \"$26.00\"},\n{\"title\": \"Vitamin C Face Mask with Kaolin Clay and Turmeric for Dark Spots, Dull Skin, Skincare Facial Mask for Controlling Oil and Refining Pores 5.29 Oz\", \"asin\": \"B08YRD11VS\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Aztec Secret\\u2013 Indian Healing Clay 1 lb \\u2013 Deep Pore Cleansing Facial & Body Mask \\u2013 The Original 100% Natural Calcium Bentonite Clay \\u2013 New Version 2\", \"asin\": \"B081FK6L1G\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Kiehl's Facial Fuel Exfoliating Face Scrub, Facial Cleanser for Men, Smooths Skin & Removes Dead Skin, Dirt & Oil, Helps Soften Tough Facial Hair, with Caffeine, Menthol, Vitamin E & Citrus Extracts\", \"asin\": \"B002LJYI9C\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea\", \"asin\": \"B0B2RM68G2\", \"price\": \"$19.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"HORACE Purifying Face Mask for Men - Facial Deep Cleanse with Kaolin Clay and Blue Everlasting Flower - Pore Refining Skincare for All Skin Types - Unscented, 2.45 fl.oz\", \"asin\": \"B0DCDBWYDY\", \"price\": \"$18.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Majestic Pure Dead Sea Mud Mask - Natural Face and Skin Care - Helps Reducing Pores and Appearances of Acne and Blackheads - Soothing, and Nourishing - 8.8 oz\", \"asin\": \"B00UREAGU8\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"+WIS+ Hyaluronic Acid Face Mask 24 EA with Hyaluronic Acid Serum and Vitamin B5, Hydrating Facial Mask for Dry Skin, Anti-Aging Mask to Plump and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QPRXH2G\", \"price\": \"$21.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Ebanel 10 Pack Carbonated Bubble Clay Mask, Deep Cleansing Face Mask, Detox Volcanic Ash and Bentonite Clay Masks with Collagen Peptides, Vitamin C, Hyaluronic Acid, Niacinamide\", \"asin\": \"B07FB3K984\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Torriden DIVE IN Hyaluronic Acid Facial Mask (10 sheets) | Extra Moisturizing Care | Hyaluronic Acid, Panthenol, Allantoin | Korean Face Mask\", \"asin\": \"B08TBJY2DP\", \"price\": \"$33.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hydrating Facial Cleanser, Gentle Soothing Korean Cleanser Face Wash for Acne-prone Sensitive Skin. Green Plum Low pH Cleansing Gel 200ml 6.76 Fl. Oz.\", \"asin\": \"B0DBJ3N7M5\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\", \"asin\": \"B08TM73DZ3\", \"price\": \"$31.05\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AXIS-Y Mugwort Pore Clarifying Wash Off Pack - Face Exfoliator Targets Clogged Pores, Whitehead & Blackhead Remover - Vegan Korean Skin Care Glass Skin Clay Mask for All Skin Types - 3.38 fl. oz.\", \"asin\": \"B0912BD42B\", \"price\": \"$20.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"+WIS+ Intensive Hydrating Face Masks 24 EA with Hyaluronic Acid Serum for Dry Skin, Collagen Facial Mask to Pore Minimizing, Elasticity Improvement and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QWPYH88\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CENTELLIAN 24 Madeca Derma Face Mask (Intensive, 10pc) - Soothing Cotton Sheet Mask for Sensitive, All Skin Types, 24-Hour Hydration. Premium Korean Skin Care. TECA, Centella Asiatica, Madecassoside\", \"asin\": \"B0842FGLJ6\", \"price\": \"$14.71\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"PUREDERM Deep Purifying Green O2 Bubble Mask 0.88oz x 5ea / Korean beauty/Bubble mask/Cleansing foam/Cleanser/Purifying mask/Green tea mask/Face toxin\", \"asin\": \"B07PD293BY\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml\", \"asin\": \"B00DCE26AI\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Naruko Job's Tears Brightening Mask \\u7d05\\u858f\\u4ec1\\u5065\\u5eb7\\u96ea\\u767d\\u9762\\u819c\", \"asin\": \"B08LJ6HDBS\", \"price\": \"$20.00\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 5 left in stock - order soon.\"},\n{\"title\": \"JMsolution Marine Luminous Pearl Deep Moisture 3 Step Skin Care Facial Mask - Korean Skincare - boosting Brightening Moisturizing-10 Sheets for Dry Skin\", \"asin\": \"B078X8H3JK\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ZealSea Vitamin C American Kaolin Clay Mask with Turmeric, Pro Ultra-Fine Creamy Texture, Deep Pore Cleansing Even Skin Tone Brighten Control Oil Detoxify, 30% Aloe, Jojoba Oil, Shea Butter & Squalane\", \"asin\": \"B098QWW43L\", \"price\": \"$15.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml\", \"asin\": \"B00DCE26AI\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EVE LOM Rescue Mask | Facial mask that purifies and hydrates at the same time. Honey-infused Kaolin Clay conditions skin while ground almonds gently exfoliate when dried mask is buffed off to reveal a brighter complexion. Hydrates up to 72 hours.\", \"asin\": \"B001IIO66W\", \"price\": \"$58.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Tunbot Blackhead Removal Mask 120ML Pull-Off Bamboo Charcoal Mask deeply cleans blackhead dirt and purifies pores for men and women(4.23 fl.oz)\", \"asin\": \"B0C7Q3LL64\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 5 left in stock - order soon.\"},\n{\"title\": \"Cetaphil Clay Mask, DermaControl Purifying Clay Face Mask with Bentonite Clay for Blackheads and Pores, Designed for Oily, Sensitive Skin, 3 Oz\", \"asin\": \"B07SDQDMZ4\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:47:40.486Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u6e05\\u6d01\\u9762\\u819c\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\\nAll Skin Type\", \"asin\": \"B0034JTD0W\", \"price\": \"$47.00\", \"quantity\": \"\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\\n3.53 Ounce (Pack of 1)\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\\nSensitive Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B00175S7T8\", \"price\": \"$52.00\", \"quantity\": \"\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\\n5.07 Fl Oz (Pack of 1)\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Mamaearth Ubtan Face Pack with Turmeric & Saffron | De-Tan Mask Helps Remove Tanning & Restore Natural Glow | Helps Make Skin Soft & Supple | 3.53 Oz (100g)\\nAll Skin Type3.53 Ounce (Pack of 1)\", \"asin\": \"B07QSQCF9R\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\\nAll Skin Type1 Count (Pack of 23)\", \"asin\": \"B08TM73DZ3\", \"price\": \"$31.05\", \"quantity\": \"\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\\nDry Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"quantity\": \"\"},\n{\"title\": \"Hyaluronic Acid & Collagen Sheet Mask - Hydrating, Anti-Aging, Skin Firming - Dermatologist Tested Korean Skincare - Clean Beauty, Natural Ingredients, Cruelty-Free, All Skin Types - 5 Masks\\n5 Count (Pack of 1)\", \"asin\": \"B0B57P7676\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\\nNormal Skin Type3.52 Ounce (Pack of 1)\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"NOWATER Collagen Wrapping Mask, Elasticity Improving, Hydrating, Firming - Hydrolyzed Collagen & Peptide, Glass Skin Peel Off Mask, Korean Skincare for Face (2.4 fl.oz)\\n2.4 Fl Oz (Pack of 1)\", \"asin\": \"B0DQNPZ542\", \"price\": \"$16.25\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"MDP+ RED LACTO COLLAGEN WRAPPING MASK, Glowy, Skin Elasticity, Hydrating, 2.36oz/70ml,Peel-off Mask, Pore Lifting and Minimizing, Korean Glass Skin\", \"asin\": \"B0CWR4ZC1N\"}],\n\"search_results\": [{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B0034JTD0W\", \"price\": \"$47.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SHILLS Blackhead Remover, Pore Control, Skin Cleansing, Purifying Bamboo Charcoal, Peel Off Face Mask,1 Bottle(1.69 fl. oz)\", \"asin\": \"B0793P98MW\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\", \"asin\": \"B00175S7T8\", \"price\": \"$52.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"New York Biology Dead Sea Mud Mask for Face and Body - Spa Quality Pore Reducer for Acne, Blackheads & Oily Skin, Natural Skincare for Women, Men - Tightens Skin for A Healthier Complexion - 8.8 oz\", \"asin\": \"B01NCM25K7\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B01KSIO76G\", \"price\": \"$26.00\"},\n{\"title\": \"Vitamin C Face Mask with Kaolin Clay and Turmeric for Dark Spots, Dull Skin, Skincare Facial Mask for Controlling Oil and Refining Pores 5.29 Oz\", \"asin\": \"B08YRD11VS\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Aztec Secret\\u2013 Indian Healing Clay 1 lb \\u2013 Deep Pore Cleansing Facial & Body Mask \\u2013 The Original 100% Natural Calcium Bentonite Clay \\u2013 New Version 2\", \"asin\": \"B081FK6L1G\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Kiehl's Facial Fuel Exfoliating Face Scrub, Facial Cleanser for Men, Smooths Skin & Removes Dead Skin, Dirt & Oil, Helps Soften Tough Facial Hair, with Caffeine, Menthol, Vitamin E & Citrus Extracts\", \"asin\": \"B002LJYI9C\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea\", \"asin\": \"B0B2RM68G2\", \"price\": \"$19.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"HORACE Purifying Face Mask for Men - Facial Deep Cleanse with Kaolin Clay and Blue Everlasting Flower - Pore Refining Skincare for All Skin Types - Unscented, 2.45 fl.oz\", \"asin\": \"B0DCDBWYDY\", \"price\": \"$18.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Majestic Pure Dead Sea Mud Mask - Natural Face and Skin Care - Helps Reducing Pores and Appearances of Acne and Blackheads - Soothing, and Nourishing - 8.8 oz\", \"asin\": \"B00UREAGU8\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"+WIS+ Hyaluronic Acid Face Mask 24 EA with Hyaluronic Acid Serum and Vitamin B5, Hydrating Facial Mask for Dry Skin, Anti-Aging Mask to Plump and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QPRXH2G\", \"price\": \"$21.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Ebanel 10 Pack Carbonated Bubble Clay Mask, Deep Cleansing Face Mask, Detox Volcanic Ash and Bentonite Clay Masks with Collagen Peptides, Vitamin C, Hyaluronic Acid, Niacinamide\", \"asin\": \"B07FB3K984\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Torriden DIVE IN Hyaluronic Acid Facial Mask (10 sheets) | Extra Moisturizing Care | Hyaluronic Acid, Panthenol, Allantoin | Korean Face Mask\", \"asin\": \"B08TBJY2DP\", \"price\": \"$33.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hydrating Facial Cleanser, Gentle Soothing Korean Cleanser Face Wash for Acne-prone Sensitive Skin. Green Plum Low pH Cleansing Gel 200ml 6.76 Fl. Oz.\", \"asin\": \"B0DBJ3N7M5\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\", \"asin\": \"B08TM73DZ3\", \"price\": \"$31.05\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AXIS-Y Mugwort Pore Clarifying Wash Off Pack - Face Exfoliator Targets Clogged Pores, Whitehead & Blackhead Remover - Vegan Korean Skin Care Glass Skin Clay Mask for All Skin Types - 3.38 fl. oz.\", \"asin\": \"B0912BD42B\", \"price\": \"$20.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"+WIS+ Intensive Hydrating Face Masks 24 EA with Hyaluronic Acid Serum for Dry Skin, Collagen Facial Mask to Pore Minimizing, Elasticity Improvement and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QWPYH88\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CENTELLIAN 24 Madeca Derma Face Mask (Intensive, 10pc) - Soothing Cotton Sheet Mask for Sensitive, All Skin Types, 24-Hour Hydration. Premium Korean Skin Care. TECA, Centella Asiatica, Madecassoside\", \"asin\": \"B0842FGLJ6\", \"price\": \"$14.71\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"PUREDERM Deep Purifying Green O2 Bubble Mask 0.88oz x 5ea / Korean beauty/Bubble mask/Cleansing foam/Cleanser/Purifying mask/Green tea mask/Face toxin\", \"asin\": \"B07PD293BY\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml\", \"asin\": \"B00DCE26AI\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Naruko Job's Tears Brightening Mask \\u7d05\\u858f\\u4ec1\\u5065\\u5eb7\\u96ea\\u767d\\u9762\\u819c\", \"asin\": \"B08LJ6HDBS\", \"price\": \"$20.00\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 5 left in stock - order soon.\"},\n{\"title\": \"JMsolution Marine Luminous Pearl Deep Moisture 3 Step Skin Care Facial Mask - Korean Skincare - boosting Brightening Moisturizing-10 Sheets for Dry Skin\", \"asin\": \"B078X8H3JK\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ZealSea Vitamin C American Kaolin Clay Mask with Turmeric, Pro Ultra-Fine Creamy Texture, Deep Pore Cleansing Even Skin Tone Brighten Control Oil Detoxify, 30% Aloe, Jojoba Oil, Shea Butter & Squalane\", \"asin\": \"B098QWW43L\", \"price\": \"$15.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml\", \"asin\": \"B00DCE26AI\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EVE LOM Rescue Mask | Facial mask that purifies and hydrates at the same time. Honey-infused Kaolin Clay conditions skin while ground almonds gently exfoliate when dried mask is buffed off to reveal a brighter complexion. Hydrates up to 72 hours.\", \"asin\": \"B001IIO66W\", \"price\": \"$58.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Tunbot Blackhead Removal Mask 120ML Pull-Off Bamboo Charcoal Mask deeply cleans blackhead dirt and purifies pores for men and women(4.23 fl.oz)\", \"asin\": \"B0C7Q3LL64\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 5 left in stock - order soon.\"},\n{\"title\": \"Cetaphil Clay Mask, DermaControl Purifying Clay Face Mask with Bentonite Clay for Blackheads and Pores, Designed for Oily, Sensitive Skin, 3 Oz\", \"asin\": \"B07SDQDMZ4\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:47:45.438Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T22:47:45.438Z
input
面膜
rule
train
75
2025-04-07T22:47:45.438Z
input
面膜
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u6e05\u6d01\u9762\u819c"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\nAll Skin Type", "asin": "B0034JTD0W", "price": "$47.00", "quantity": ""}, {"title": "Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\n3.53 Ounce (Pack of 1)", "asin": "B0D9LN6VDC", "price": "$24.49", "quantity": ""}, {"title": "ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\nSensitive Skin Type2.5 Fl Oz (Pack of 1)", "asin": "B00175S7T8", "price": "$52.00", "quantity": ""}, {"title": "Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\n5.07 Fl Oz (Pack of 1)", "asin": "B0D4517144", "price": "$17.99", "quantity": ""}, {"title": "Mamaearth Ubtan Face Pack with Turmeric & Saffron | De-Tan Mask Helps Remove Tanning & Restore Natural Glow | Helps Make Skin Soft & Supple | 3.53 Oz (100g)\nAll Skin Type3.53 Ounce (Pack of 1)", "asin": "B07QSQCF9R", "price": "$14.88", "quantity": ""}, {"title": "FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\nAll Skin Type1 Count (Pack of 23)", "asin": "B08TM73DZ3", "price": "$31.05", "quantity": ""}, {"title": "belif Vitamin E Jelly Overnight Mask \u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\nDry Skin Type2.5 Fl Oz (Pack of 1)", "asin": "B085JZSBJR", "price": "$32.30", "quantity": ""}, {"title": "Hyaluronic Acid & Collagen Sheet Mask - Hydrating, Anti-Aging, Skin Firming - Dermatologist Tested Korean Skincare - Clean Beauty, Natural Ingredients, Cruelty-Free, All Skin Types - 5 Masks\n5 Count (Pack of 1)", "asin": "B0B57P7676", "price": "$7.99", "quantity": ""}, {"title": "Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\nNormal Skin Type3.52 Ounce (Pack of 1)", "asin": "B0C42LDCM9", "price": "$45.00", "quantity": ""}, {"title": "NOWATER Collagen Wrapping Mask, Elasticity Improving, Hydrating, Firming - Hydrolyzed Collagen & Peptide, Glass Skin Peel Off Mask, Korean Skincare for Face (2.4 fl.oz)\n2.4 Fl Oz (Pack of 1)", "asin": "B0DQNPZ542", "price": "$16.25", "quantity": ""}], "ads": [{"title": "MDP+ RED LACTO COLLAGEN WRAPPING MASK, Glowy, Skin Elasticity, Hydrating, 2.36oz/70ml,Peel-off Mask, Pore Lifting and Minimizing, Korean Glass Skin", "asin": "B0CWR4ZC1N"}], "search_results": [{"title": "Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera", "asin": "B0034JTD0W", "price": "$47.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types", "asin": "B0D9LN6VDC", "price": "$24.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types", "asin": "B0C42LDCM9", "price": "$45.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "SHILLS Blackhead Remover, Pore Control, Skin Cleansing, Purifying Bamboo Charcoal, Peel Off Face Mask,1 Bottle(1.69 fl. oz)", "asin": "B0793P98MW", "price": "$14.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz", "asin": "B00175S7T8", "price": "$52.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "New York Biology Dead Sea Mud Mask for Face and Body - Spa Quality Pore Reducer for Acne, Blackheads & Oily Skin, Natural Skincare for Women, Men - Tightens Skin for A Healthier Complexion - 8.8 oz", "asin": "B01NCM25K7", "price": "$16.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera", "asin": "B01KSIO76G", "price": "$26.00"}, {"title": "Vitamin C Face Mask with Kaolin Clay and Turmeric for Dark Spots, Dull Skin, Skincare Facial Mask for Controlling Oil and Refining Pores 5.29 Oz", "asin": "B08YRD11VS", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Aztec Secret\u2013 Indian Healing Clay 1 lb \u2013 Deep Pore Cleansing Facial & Body Mask \u2013 The Original 100% Natural Calcium Bentonite Clay \u2013 New Version 2", "asin": "B081FK6L1G", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Kiehl's Facial Fuel Exfoliating Face Scrub, Facial Cleanser for Men, Smooths Skin & Removes Dead Skin, Dirt & Oil, Helps Soften Tough Facial Hair, with Caffeine, Menthol, Vitamin E & Citrus Extracts", "asin": "B002LJYI9C", "price": "$28.00", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz", "asin": "B0D4517144", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea", "asin": "B0B2RM68G2", "price": "$19.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz", "asin": "B0D4517144", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "HORACE Purifying Face Mask for Men - Facial Deep Cleanse with Kaolin Clay and Blue Everlasting Flower - Pore Refining Skincare for All Skin Types - Unscented, 2.45 fl.oz", "asin": "B0DCDBWYDY", "price": "$18.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Majestic Pure Dead Sea Mud Mask - Natural Face and Skin Care - Helps Reducing Pores and Appearances of Acne and Blackheads - Soothing, and Nourishing - 8.8 oz", "asin": "B00UREAGU8", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "+WIS+ Hyaluronic Acid Face Mask 24 EA with Hyaluronic Acid Serum and Vitamin B5, Hydrating Facial Mask for Dry Skin, Anti-Aging Mask to Plump and Repair Dehydrated Skin, Safe on Sensitive Skin", "asin": "B07QPRXH2G", "price": "$21.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Ebanel 10 Pack Carbonated Bubble Clay Mask, Deep Cleansing Face Mask, Detox Volcanic Ash and Bentonite Clay Masks with Collagen Peptides, Vitamin C, Hyaluronic Acid, Niacinamide", "asin": "B07FB3K984", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types", "asin": "B0D9LN6VDC", "price": "$24.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Torriden DIVE IN Hyaluronic Acid Facial Mask (10 sheets) | Extra Moisturizing Care | Hyaluronic Acid, Panthenol, Allantoin | Korean Face Mask", "asin": "B08TBJY2DP", "price": "$33.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "belif Vitamin E Jelly Overnight Mask \u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz", "asin": "B085JZSBJR", "price": "$32.30", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Hydrating Facial Cleanser, Gentle Soothing Korean Cleanser Face Wash for Acne-prone Sensitive Skin. Green Plum Low pH Cleansing Gel 200ml 6.76 Fl. Oz.", "asin": "B0DBJ3N7M5", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)", "asin": "B08TM73DZ3", "price": "$31.05", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "AXIS-Y Mugwort Pore Clarifying Wash Off Pack - Face Exfoliator Targets Clogged Pores, Whitehead & Blackhead Remover - Vegan Korean Skin Care Glass Skin Clay Mask for All Skin Types - 3.38 fl. oz.", "asin": "B0912BD42B", "price": "$20.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "+WIS+ Intensive Hydrating Face Masks 24 EA with Hyaluronic Acid Serum for Dry Skin, Collagen Facial Mask to Pore Minimizing, Elasticity Improvement and Repair Dehydrated Skin, Safe on Sensitive Skin", "asin": "B07QWPYH88", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "CENTELLIAN 24 Madeca Derma Face Mask (Intensive, 10pc) - Soothing Cotton Sheet Mask for Sensitive, All Skin Types, 24-Hour Hydration. Premium Korean Skin Care. TECA, Centella Asiatica, Madecassoside", "asin": "B0842FGLJ6", "price": "$14.71", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "PUREDERM Deep Purifying Green O2 Bubble Mask 0.88oz x 5ea / Korean beauty/Bubble mask/Cleansing foam/Cleanser/Purifying mask/Green tea mask/Face toxin", "asin": "B07PD293BY", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml", "asin": "B00DCE26AI", "price": "$21.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Naruko Job's Tears Brightening Mask \u7d05\u858f\u4ec1\u5065\u5eb7\u96ea\u767d\u9762\u819c", "asin": "B08LJ6HDBS", "price": "$20.00", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 5 left in stock - order soon."}, {"title": "JMsolution Marine Luminous Pearl Deep Moisture 3 Step Skin Care Facial Mask - Korean Skincare - boosting Brightening Moisturizing-10 Sheets for Dry Skin", "asin": "B078X8H3JK", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "ZealSea Vitamin C American Kaolin Clay Mask with Turmeric, Pro Ultra-Fine Creamy Texture, Deep Pore Cleansing Even Skin Tone Brighten Control Oil Detoxify, 30% Aloe, Jojoba Oil, Shea Butter & Squalane", "asin": "B098QWW43L", "price": "$15.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml", "asin": "B00DCE26AI", "price": "$21.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "EVE LOM Rescue Mask | Facial mask that purifies and hydrates at the same time. Honey-infused Kaolin Clay conditions skin while ground almonds gently exfoliate when dried mask is buffed off to reveal a brighter complexion. Hydrates up to 72 hours.", "asin": "B001IIO66W", "price": "$58.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Tunbot Blackhead Removal Mask 120ML Pull-Off Bamboo Charcoal Mask deeply cleans blackhead dirt and purifies pores for men and women(4.23 fl.oz)", "asin": "B0C7Q3LL64", "price": "$14.99", "delivery": "FREE delivery Thu, Apr 10 Only 5 left in stock - order soon."}, {"title": "Cetaphil Clay Mask, DermaControl Purifying Clay Face Mask with Bentonite Clay for Blackheads and Pores, Designed for Oily, Sensitive Skin, 3 Oz", "asin": "B07SDQDMZ4"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T22:47:45.438Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T22:47:45.438Z\",\"action\": \"input\",\"acion_argument\": \"面膜\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T22:47:45.438Z\",\"action\": \"input\",\"acion_argument\": \"面膜\",}</answer>", "index": 75, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u6e05\\u6d01\\u9762\\u819c\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\\nAll Skin Type\", \"asin\": \"B0034JTD0W\", \"price\": \"$47.00\", \"quantity\": \"\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\\n3.53 Ounce (Pack of 1)\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\\nSensitive Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B00175S7T8\", \"price\": \"$52.00\", \"quantity\": \"\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\\n5.07 Fl Oz (Pack of 1)\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Mamaearth Ubtan Face Pack with Turmeric & Saffron | De-Tan Mask Helps Remove Tanning & Restore Natural Glow | Helps Make Skin Soft & Supple | 3.53 Oz (100g)\\nAll Skin Type3.53 Ounce (Pack of 1)\", \"asin\": \"B07QSQCF9R\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\\nAll Skin Type1 Count (Pack of 23)\", \"asin\": \"B08TM73DZ3\", \"price\": \"$31.05\", \"quantity\": \"\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\\nDry Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"quantity\": \"\"},\n{\"title\": \"Hyaluronic Acid & Collagen Sheet Mask - Hydrating, Anti-Aging, Skin Firming - Dermatologist Tested Korean Skincare - Clean Beauty, Natural Ingredients, Cruelty-Free, All Skin Types - 5 Masks\\n5 Count (Pack of 1)\", \"asin\": \"B0B57P7676\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\\nNormal Skin Type3.52 Ounce (Pack of 1)\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"NOWATER Collagen Wrapping Mask, Elasticity Improving, Hydrating, Firming - Hydrolyzed Collagen & Peptide, Glass Skin Peel Off Mask, Korean Skincare for Face (2.4 fl.oz)\\n2.4 Fl Oz (Pack of 1)\", \"asin\": \"B0DQNPZ542\", \"price\": \"$16.25\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"MDP+ RED LACTO COLLAGEN WRAPPING MASK, Glowy, Skin Elasticity, Hydrating, 2.36oz/70ml,Peel-off Mask, Pore Lifting and Minimizing, Korean Glass Skin\", \"asin\": \"B0CWR4ZC1N\"}],\n\"search_results\": [{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B0034JTD0W\", \"price\": \"$47.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SHILLS Blackhead Remover, Pore Control, Skin Cleansing, Purifying Bamboo Charcoal, Peel Off Face Mask,1 Bottle(1.69 fl. oz)\", \"asin\": \"B0793P98MW\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\", \"asin\": \"B00175S7T8\", \"price\": \"$52.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"New York Biology Dead Sea Mud Mask for Face and Body - Spa Quality Pore Reducer for Acne, Blackheads & Oily Skin, Natural Skincare for Women, Men - Tightens Skin for A Healthier Complexion - 8.8 oz\", \"asin\": \"B01NCM25K7\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B01KSIO76G\", \"price\": \"$26.00\"},\n{\"title\": \"Vitamin C Face Mask with Kaolin Clay and Turmeric for Dark Spots, Dull Skin, Skincare Facial Mask for Controlling Oil and Refining Pores 5.29 Oz\", \"asin\": \"B08YRD11VS\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Aztec Secret\\u2013 Indian Healing Clay 1 lb \\u2013 Deep Pore Cleansing Facial & Body Mask \\u2013 The Original 100% Natural Calcium Bentonite Clay \\u2013 New Version 2\", \"asin\": \"B081FK6L1G\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Kiehl's Facial Fuel Exfoliating Face Scrub, Facial Cleanser for Men, Smooths Skin & Removes Dead Skin, Dirt & Oil, Helps Soften Tough Facial Hair, with Caffeine, Menthol, Vitamin E & Citrus Extracts\", \"asin\": \"B002LJYI9C\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea\", \"asin\": \"B0B2RM68G2\", \"price\": \"$19.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"HORACE Purifying Face Mask for Men - Facial Deep Cleanse with Kaolin Clay and Blue Everlasting Flower - Pore Refining Skincare for All Skin Types - Unscented, 2.45 fl.oz\", \"asin\": \"B0DCDBWYDY\", \"price\": \"$18.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Majestic Pure Dead Sea Mud Mask - Natural Face and Skin Care - Helps Reducing Pores and Appearances of Acne and Blackheads - Soothing, and Nourishing - 8.8 oz\", \"asin\": \"B00UREAGU8\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"+WIS+ Hyaluronic Acid Face Mask 24 EA with Hyaluronic Acid Serum and Vitamin B5, Hydrating Facial Mask for Dry Skin, Anti-Aging Mask to Plump and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QPRXH2G\", \"price\": \"$21.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Ebanel 10 Pack Carbonated Bubble Clay Mask, Deep Cleansing Face Mask, Detox Volcanic Ash and Bentonite Clay Masks with Collagen Peptides, Vitamin C, Hyaluronic Acid, Niacinamide\", \"asin\": \"B07FB3K984\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Torriden DIVE IN Hyaluronic Acid Facial Mask (10 sheets) | Extra Moisturizing Care | Hyaluronic Acid, Panthenol, Allantoin | Korean Face Mask\", \"asin\": \"B08TBJY2DP\", \"price\": \"$33.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hydrating Facial Cleanser, Gentle Soothing Korean Cleanser Face Wash for Acne-prone Sensitive Skin. Green Plum Low pH Cleansing Gel 200ml 6.76 Fl. Oz.\", \"asin\": \"B0DBJ3N7M5\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\", \"asin\": \"B08TM73DZ3\", \"price\": \"$31.05\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AXIS-Y Mugwort Pore Clarifying Wash Off Pack - Face Exfoliator Targets Clogged Pores, Whitehead & Blackhead Remover - Vegan Korean Skin Care Glass Skin Clay Mask for All Skin Types - 3.38 fl. oz.\", \"asin\": \"B0912BD42B\", \"price\": \"$20.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"+WIS+ Intensive Hydrating Face Masks 24 EA with Hyaluronic Acid Serum for Dry Skin, Collagen Facial Mask to Pore Minimizing, Elasticity Improvement and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QWPYH88\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CENTELLIAN 24 Madeca Derma Face Mask (Intensive, 10pc) - Soothing Cotton Sheet Mask for Sensitive, All Skin Types, 24-Hour Hydration. Premium Korean Skin Care. TECA, Centella Asiatica, Madecassoside\", \"asin\": \"B0842FGLJ6\", \"price\": \"$14.71\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"PUREDERM Deep Purifying Green O2 Bubble Mask 0.88oz x 5ea / Korean beauty/Bubble mask/Cleansing foam/Cleanser/Purifying mask/Green tea mask/Face toxin\", \"asin\": \"B07PD293BY\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml\", \"asin\": \"B00DCE26AI\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Naruko Job's Tears Brightening Mask \\u7d05\\u858f\\u4ec1\\u5065\\u5eb7\\u96ea\\u767d\\u9762\\u819c\", \"asin\": \"B08LJ6HDBS\", \"price\": \"$20.00\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 5 left in stock - order soon.\"},\n{\"title\": \"JMsolution Marine Luminous Pearl Deep Moisture 3 Step Skin Care Facial Mask - Korean Skincare - boosting Brightening Moisturizing-10 Sheets for Dry Skin\", \"asin\": \"B078X8H3JK\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ZealSea Vitamin C American Kaolin Clay Mask with Turmeric, Pro Ultra-Fine Creamy Texture, Deep Pore Cleansing Even Skin Tone Brighten Control Oil Detoxify, 30% Aloe, Jojoba Oil, Shea Butter & Squalane\", \"asin\": \"B098QWW43L\", \"price\": \"$15.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml\", \"asin\": \"B00DCE26AI\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EVE LOM Rescue Mask | Facial mask that purifies and hydrates at the same time. Honey-infused Kaolin Clay conditions skin while ground almonds gently exfoliate when dried mask is buffed off to reveal a brighter complexion. Hydrates up to 72 hours.\", \"asin\": \"B001IIO66W\", \"price\": \"$58.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Tunbot Blackhead Removal Mask 120ML Pull-Off Bamboo Charcoal Mask deeply cleans blackhead dirt and purifies pores for men and women(4.23 fl.oz)\", \"asin\": \"B0C7Q3LL64\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 5 left in stock - order soon.\"},\n{\"title\": \"Cetaphil Clay Mask, DermaControl Purifying Clay Face Mask with Bentonite Clay for Blackheads and Pores, Designed for Oily, Sensitive Skin, 3 Oz\", \"asin\": \"B07SDQDMZ4\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:47:45.438Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u9762\\u819c\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\\nAll Skin Type\", \"asin\": \"B0034JTD0W\", \"price\": \"$47.00\", \"quantity\": \"\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\\n3.53 Ounce (Pack of 1)\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\\nSensitive Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B00175S7T8\", \"price\": \"$52.00\", \"quantity\": \"\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\\n5.07 Fl Oz (Pack of 1)\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Mamaearth Ubtan Face Pack with Turmeric & Saffron | De-Tan Mask Helps Remove Tanning & Restore Natural Glow | Helps Make Skin Soft & Supple | 3.53 Oz (100g)\\nAll Skin Type3.53 Ounce (Pack of 1)\", \"asin\": \"B07QSQCF9R\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\\nAll Skin Type1 Count (Pack of 23)\", \"asin\": \"B08TM73DZ3\", \"price\": \"$31.05\", \"quantity\": \"\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\\nDry Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"quantity\": \"\"},\n{\"title\": \"Hyaluronic Acid & Collagen Sheet Mask - Hydrating, Anti-Aging, Skin Firming - Dermatologist Tested Korean Skincare - Clean Beauty, Natural Ingredients, Cruelty-Free, All Skin Types - 5 Masks\\n5 Count (Pack of 1)\", \"asin\": \"B0B57P7676\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\\nNormal Skin Type3.52 Ounce (Pack of 1)\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"NOWATER Collagen Wrapping Mask, Elasticity Improving, Hydrating, Firming - Hydrolyzed Collagen & Peptide, Glass Skin Peel Off Mask, Korean Skincare for Face (2.4 fl.oz)\\n2.4 Fl Oz (Pack of 1)\", \"asin\": \"B0DQNPZ542\", \"price\": \"$16.25\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"MDP+ RED LACTO COLLAGEN WRAPPING MASK, Glowy, Skin Elasticity, Hydrating, 2.36oz/70ml,Peel-off Mask, Pore Lifting and Minimizing, Korean Glass Skin\", \"asin\": \"B0CWR4ZC1N\"}],\n\"search_results\": [{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B0034JTD0W\", \"price\": \"$47.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SHILLS Blackhead Remover, Pore Control, Skin Cleansing, Purifying Bamboo Charcoal, Peel Off Face Mask,1 Bottle(1.69 fl. oz)\", \"asin\": \"B0793P98MW\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\", \"asin\": \"B00175S7T8\", \"price\": \"$52.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"New York Biology Dead Sea Mud Mask for Face and Body - Spa Quality Pore Reducer for Acne, Blackheads & Oily Skin, Natural Skincare for Women, Men - Tightens Skin for A Healthier Complexion - 8.8 oz\", \"asin\": \"B01NCM25K7\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B01KSIO76G\", \"price\": \"$26.00\"},\n{\"title\": \"Vitamin C Face Mask with Kaolin Clay and Turmeric for Dark Spots, Dull Skin, Skincare Facial Mask for Controlling Oil and Refining Pores 5.29 Oz\", \"asin\": \"B08YRD11VS\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Aztec Secret\\u2013 Indian Healing Clay 1 lb \\u2013 Deep Pore Cleansing Facial & Body Mask \\u2013 The Original 100% Natural Calcium Bentonite Clay \\u2013 New Version 2\", \"asin\": \"B081FK6L1G\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Kiehl's Facial Fuel Exfoliating Face Scrub, Facial Cleanser for Men, Smooths Skin & Removes Dead Skin, Dirt & Oil, Helps Soften Tough Facial Hair, with Caffeine, Menthol, Vitamin E & Citrus Extracts\", \"asin\": \"B002LJYI9C\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea\", \"asin\": \"B0B2RM68G2\", \"price\": \"$19.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"HORACE Purifying Face Mask for Men - Facial Deep Cleanse with Kaolin Clay and Blue Everlasting Flower - Pore Refining Skincare for All Skin Types - Unscented, 2.45 fl.oz\", \"asin\": \"B0DCDBWYDY\", \"price\": \"$18.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Majestic Pure Dead Sea Mud Mask - Natural Face and Skin Care - Helps Reducing Pores and Appearances of Acne and Blackheads - Soothing, and Nourishing - 8.8 oz\", \"asin\": \"B00UREAGU8\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"+WIS+ Hyaluronic Acid Face Mask 24 EA with Hyaluronic Acid Serum and Vitamin B5, Hydrating Facial Mask for Dry Skin, Anti-Aging Mask to Plump and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QPRXH2G\", \"price\": \"$21.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Ebanel 10 Pack Carbonated Bubble Clay Mask, Deep Cleansing Face Mask, Detox Volcanic Ash and Bentonite Clay Masks with Collagen Peptides, Vitamin C, Hyaluronic Acid, Niacinamide\", \"asin\": \"B07FB3K984\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Torriden DIVE IN Hyaluronic Acid Facial Mask (10 sheets) | Extra Moisturizing Care | Hyaluronic Acid, Panthenol, Allantoin | Korean Face Mask\", \"asin\": \"B08TBJY2DP\", \"price\": \"$33.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hydrating Facial Cleanser, Gentle Soothing Korean Cleanser Face Wash for Acne-prone Sensitive Skin. Green Plum Low pH Cleansing Gel 200ml 6.76 Fl. Oz.\", \"asin\": \"B0DBJ3N7M5\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\", \"asin\": \"B08TM73DZ3\", \"price\": \"$31.05\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AXIS-Y Mugwort Pore Clarifying Wash Off Pack - Face Exfoliator Targets Clogged Pores, Whitehead & Blackhead Remover - Vegan Korean Skin Care Glass Skin Clay Mask for All Skin Types - 3.38 fl. oz.\", \"asin\": \"B0912BD42B\", \"price\": \"$20.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"+WIS+ Intensive Hydrating Face Masks 24 EA with Hyaluronic Acid Serum for Dry Skin, Collagen Facial Mask to Pore Minimizing, Elasticity Improvement and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QWPYH88\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CENTELLIAN 24 Madeca Derma Face Mask (Intensive, 10pc) - Soothing Cotton Sheet Mask for Sensitive, All Skin Types, 24-Hour Hydration. Premium Korean Skin Care. TECA, Centella Asiatica, Madecassoside\", \"asin\": \"B0842FGLJ6\", \"price\": \"$14.71\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"PUREDERM Deep Purifying Green O2 Bubble Mask 0.88oz x 5ea / Korean beauty/Bubble mask/Cleansing foam/Cleanser/Purifying mask/Green tea mask/Face toxin\", \"asin\": \"B07PD293BY\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml\", \"asin\": \"B00DCE26AI\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Naruko Job's Tears Brightening Mask \\u7d05\\u858f\\u4ec1\\u5065\\u5eb7\\u96ea\\u767d\\u9762\\u819c\", \"asin\": \"B08LJ6HDBS\", \"price\": \"$20.00\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 5 left in stock - order soon.\"},\n{\"title\": \"JMsolution Marine Luminous Pearl Deep Moisture 3 Step Skin Care Facial Mask - Korean Skincare - boosting Brightening Moisturizing-10 Sheets for Dry Skin\", \"asin\": \"B078X8H3JK\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ZealSea Vitamin C American Kaolin Clay Mask with Turmeric, Pro Ultra-Fine Creamy Texture, Deep Pore Cleansing Even Skin Tone Brighten Control Oil Detoxify, 30% Aloe, Jojoba Oil, Shea Butter & Squalane\", \"asin\": \"B098QWW43L\", \"price\": \"$15.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml\", \"asin\": \"B00DCE26AI\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EVE LOM Rescue Mask | Facial mask that purifies and hydrates at the same time. Honey-infused Kaolin Clay conditions skin while ground almonds gently exfoliate when dried mask is buffed off to reveal a brighter complexion. Hydrates up to 72 hours.\", \"asin\": \"B001IIO66W\", \"price\": \"$58.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Tunbot Blackhead Removal Mask 120ML Pull-Off Bamboo Charcoal Mask deeply cleans blackhead dirt and purifies pores for men and women(4.23 fl.oz)\", \"asin\": \"B0C7Q3LL64\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 5 left in stock - order soon.\"},\n{\"title\": \"Cetaphil Clay Mask, DermaControl Purifying Clay Face Mask with Bentonite Clay for Blackheads and Pores, Designed for Oily, Sensitive Skin, 3 Oz\", \"asin\": \"B07SDQDMZ4\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:47:45.707Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T22:47:45.707Z
click
search
rule
train
76
2025-04-07T22:47:45.707Z
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u9762\u819c"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\nAll Skin Type", "asin": "B0034JTD0W", "price": "$47.00", "quantity": ""}, {"title": "Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\n3.53 Ounce (Pack of 1)", "asin": "B0D9LN6VDC", "price": "$24.49", "quantity": ""}, {"title": "ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\nSensitive Skin Type2.5 Fl Oz (Pack of 1)", "asin": "B00175S7T8", "price": "$52.00", "quantity": ""}, {"title": "Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\n5.07 Fl Oz (Pack of 1)", "asin": "B0D4517144", "price": "$17.99", "quantity": ""}, {"title": "Mamaearth Ubtan Face Pack with Turmeric & Saffron | De-Tan Mask Helps Remove Tanning & Restore Natural Glow | Helps Make Skin Soft & Supple | 3.53 Oz (100g)\nAll Skin Type3.53 Ounce (Pack of 1)", "asin": "B07QSQCF9R", "price": "$14.88", "quantity": ""}, {"title": "FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\nAll Skin Type1 Count (Pack of 23)", "asin": "B08TM73DZ3", "price": "$31.05", "quantity": ""}, {"title": "belif Vitamin E Jelly Overnight Mask \u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\nDry Skin Type2.5 Fl Oz (Pack of 1)", "asin": "B085JZSBJR", "price": "$32.30", "quantity": ""}, {"title": "Hyaluronic Acid & Collagen Sheet Mask - Hydrating, Anti-Aging, Skin Firming - Dermatologist Tested Korean Skincare - Clean Beauty, Natural Ingredients, Cruelty-Free, All Skin Types - 5 Masks\n5 Count (Pack of 1)", "asin": "B0B57P7676", "price": "$7.99", "quantity": ""}, {"title": "Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\nNormal Skin Type3.52 Ounce (Pack of 1)", "asin": "B0C42LDCM9", "price": "$45.00", "quantity": ""}, {"title": "NOWATER Collagen Wrapping Mask, Elasticity Improving, Hydrating, Firming - Hydrolyzed Collagen & Peptide, Glass Skin Peel Off Mask, Korean Skincare for Face (2.4 fl.oz)\n2.4 Fl Oz (Pack of 1)", "asin": "B0DQNPZ542", "price": "$16.25", "quantity": ""}], "ads": [{"title": "MDP+ RED LACTO COLLAGEN WRAPPING MASK, Glowy, Skin Elasticity, Hydrating, 2.36oz/70ml,Peel-off Mask, Pore Lifting and Minimizing, Korean Glass Skin", "asin": "B0CWR4ZC1N"}], "search_results": [{"title": "Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera", "asin": "B0034JTD0W", "price": "$47.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types", "asin": "B0D9LN6VDC", "price": "$24.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types", "asin": "B0C42LDCM9", "price": "$45.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "SHILLS Blackhead Remover, Pore Control, Skin Cleansing, Purifying Bamboo Charcoal, Peel Off Face Mask,1 Bottle(1.69 fl. oz)", "asin": "B0793P98MW", "price": "$14.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz", "asin": "B00175S7T8", "price": "$52.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "New York Biology Dead Sea Mud Mask for Face and Body - Spa Quality Pore Reducer for Acne, Blackheads & Oily Skin, Natural Skincare for Women, Men - Tightens Skin for A Healthier Complexion - 8.8 oz", "asin": "B01NCM25K7", "price": "$16.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera", "asin": "B01KSIO76G", "price": "$26.00"}, {"title": "Vitamin C Face Mask with Kaolin Clay and Turmeric for Dark Spots, Dull Skin, Skincare Facial Mask for Controlling Oil and Refining Pores 5.29 Oz", "asin": "B08YRD11VS", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Aztec Secret\u2013 Indian Healing Clay 1 lb \u2013 Deep Pore Cleansing Facial & Body Mask \u2013 The Original 100% Natural Calcium Bentonite Clay \u2013 New Version 2", "asin": "B081FK6L1G", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Kiehl's Facial Fuel Exfoliating Face Scrub, Facial Cleanser for Men, Smooths Skin & Removes Dead Skin, Dirt & Oil, Helps Soften Tough Facial Hair, with Caffeine, Menthol, Vitamin E & Citrus Extracts", "asin": "B002LJYI9C", "price": "$28.00", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz", "asin": "B0D4517144", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea", "asin": "B0B2RM68G2", "price": "$19.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz", "asin": "B0D4517144", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "HORACE Purifying Face Mask for Men - Facial Deep Cleanse with Kaolin Clay and Blue Everlasting Flower - Pore Refining Skincare for All Skin Types - Unscented, 2.45 fl.oz", "asin": "B0DCDBWYDY", "price": "$18.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Majestic Pure Dead Sea Mud Mask - Natural Face and Skin Care - Helps Reducing Pores and Appearances of Acne and Blackheads - Soothing, and Nourishing - 8.8 oz", "asin": "B00UREAGU8", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "+WIS+ Hyaluronic Acid Face Mask 24 EA with Hyaluronic Acid Serum and Vitamin B5, Hydrating Facial Mask for Dry Skin, Anti-Aging Mask to Plump and Repair Dehydrated Skin, Safe on Sensitive Skin", "asin": "B07QPRXH2G", "price": "$21.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Ebanel 10 Pack Carbonated Bubble Clay Mask, Deep Cleansing Face Mask, Detox Volcanic Ash and Bentonite Clay Masks with Collagen Peptides, Vitamin C, Hyaluronic Acid, Niacinamide", "asin": "B07FB3K984", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types", "asin": "B0D9LN6VDC", "price": "$24.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Torriden DIVE IN Hyaluronic Acid Facial Mask (10 sheets) | Extra Moisturizing Care | Hyaluronic Acid, Panthenol, Allantoin | Korean Face Mask", "asin": "B08TBJY2DP", "price": "$33.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "belif Vitamin E Jelly Overnight Mask \u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz", "asin": "B085JZSBJR", "price": "$32.30", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Hydrating Facial Cleanser, Gentle Soothing Korean Cleanser Face Wash for Acne-prone Sensitive Skin. Green Plum Low pH Cleansing Gel 200ml 6.76 Fl. Oz.", "asin": "B0DBJ3N7M5", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)", "asin": "B08TM73DZ3", "price": "$31.05", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "AXIS-Y Mugwort Pore Clarifying Wash Off Pack - Face Exfoliator Targets Clogged Pores, Whitehead & Blackhead Remover - Vegan Korean Skin Care Glass Skin Clay Mask for All Skin Types - 3.38 fl. oz.", "asin": "B0912BD42B", "price": "$20.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "+WIS+ Intensive Hydrating Face Masks 24 EA with Hyaluronic Acid Serum for Dry Skin, Collagen Facial Mask to Pore Minimizing, Elasticity Improvement and Repair Dehydrated Skin, Safe on Sensitive Skin", "asin": "B07QWPYH88", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "CENTELLIAN 24 Madeca Derma Face Mask (Intensive, 10pc) - Soothing Cotton Sheet Mask for Sensitive, All Skin Types, 24-Hour Hydration. Premium Korean Skin Care. TECA, Centella Asiatica, Madecassoside", "asin": "B0842FGLJ6", "price": "$14.71", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "PUREDERM Deep Purifying Green O2 Bubble Mask 0.88oz x 5ea / Korean beauty/Bubble mask/Cleansing foam/Cleanser/Purifying mask/Green tea mask/Face toxin", "asin": "B07PD293BY", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml", "asin": "B00DCE26AI", "price": "$21.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Naruko Job's Tears Brightening Mask \u7d05\u858f\u4ec1\u5065\u5eb7\u96ea\u767d\u9762\u819c", "asin": "B08LJ6HDBS", "price": "$20.00", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 5 left in stock - order soon."}, {"title": "JMsolution Marine Luminous Pearl Deep Moisture 3 Step Skin Care Facial Mask - Korean Skincare - boosting Brightening Moisturizing-10 Sheets for Dry Skin", "asin": "B078X8H3JK", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "ZealSea Vitamin C American Kaolin Clay Mask with Turmeric, Pro Ultra-Fine Creamy Texture, Deep Pore Cleansing Even Skin Tone Brighten Control Oil Detoxify, 30% Aloe, Jojoba Oil, Shea Butter & Squalane", "asin": "B098QWW43L", "price": "$15.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml", "asin": "B00DCE26AI", "price": "$21.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "EVE LOM Rescue Mask | Facial mask that purifies and hydrates at the same time. Honey-infused Kaolin Clay conditions skin while ground almonds gently exfoliate when dried mask is buffed off to reveal a brighter complexion. Hydrates up to 72 hours.", "asin": "B001IIO66W", "price": "$58.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Tunbot Blackhead Removal Mask 120ML Pull-Off Bamboo Charcoal Mask deeply cleans blackhead dirt and purifies pores for men and women(4.23 fl.oz)", "asin": "B0C7Q3LL64", "price": "$14.99", "delivery": "FREE delivery Thu, Apr 10 Only 5 left in stock - order soon."}, {"title": "Cetaphil Clay Mask, DermaControl Purifying Clay Face Mask with Bentonite Clay for Blackheads and Pores, Designed for Oily, Sensitive Skin, 3 Oz", "asin": "B07SDQDMZ4"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T22:47:45.707Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T22:47:45.707Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T22:47:45.707Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 76, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u9762\\u819c\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\\nAll Skin Type\", \"asin\": \"B0034JTD0W\", \"price\": \"$47.00\", \"quantity\": \"\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\\n3.53 Ounce (Pack of 1)\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\\nSensitive Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B00175S7T8\", \"price\": \"$52.00\", \"quantity\": \"\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\\n5.07 Fl Oz (Pack of 1)\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Mamaearth Ubtan Face Pack with Turmeric & Saffron | De-Tan Mask Helps Remove Tanning & Restore Natural Glow | Helps Make Skin Soft & Supple | 3.53 Oz (100g)\\nAll Skin Type3.53 Ounce (Pack of 1)\", \"asin\": \"B07QSQCF9R\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\\nAll Skin Type1 Count (Pack of 23)\", \"asin\": \"B08TM73DZ3\", \"price\": \"$31.05\", \"quantity\": \"\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\\nDry Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"quantity\": \"\"},\n{\"title\": \"Hyaluronic Acid & Collagen Sheet Mask - Hydrating, Anti-Aging, Skin Firming - Dermatologist Tested Korean Skincare - Clean Beauty, Natural Ingredients, Cruelty-Free, All Skin Types - 5 Masks\\n5 Count (Pack of 1)\", \"asin\": \"B0B57P7676\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\\nNormal Skin Type3.52 Ounce (Pack of 1)\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"NOWATER Collagen Wrapping Mask, Elasticity Improving, Hydrating, Firming - Hydrolyzed Collagen & Peptide, Glass Skin Peel Off Mask, Korean Skincare for Face (2.4 fl.oz)\\n2.4 Fl Oz (Pack of 1)\", \"asin\": \"B0DQNPZ542\", \"price\": \"$16.25\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"MDP+ RED LACTO COLLAGEN WRAPPING MASK, Glowy, Skin Elasticity, Hydrating, 2.36oz/70ml,Peel-off Mask, Pore Lifting and Minimizing, Korean Glass Skin\", \"asin\": \"B0CWR4ZC1N\"}],\n\"search_results\": [{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B0034JTD0W\", \"price\": \"$47.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SHILLS Blackhead Remover, Pore Control, Skin Cleansing, Purifying Bamboo Charcoal, Peel Off Face Mask,1 Bottle(1.69 fl. oz)\", \"asin\": \"B0793P98MW\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\", \"asin\": \"B00175S7T8\", \"price\": \"$52.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"New York Biology Dead Sea Mud Mask for Face and Body - Spa Quality Pore Reducer for Acne, Blackheads & Oily Skin, Natural Skincare for Women, Men - Tightens Skin for A Healthier Complexion - 8.8 oz\", \"asin\": \"B01NCM25K7\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B01KSIO76G\", \"price\": \"$26.00\"},\n{\"title\": \"Vitamin C Face Mask with Kaolin Clay and Turmeric for Dark Spots, Dull Skin, Skincare Facial Mask for Controlling Oil and Refining Pores 5.29 Oz\", \"asin\": \"B08YRD11VS\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Aztec Secret\\u2013 Indian Healing Clay 1 lb \\u2013 Deep Pore Cleansing Facial & Body Mask \\u2013 The Original 100% Natural Calcium Bentonite Clay \\u2013 New Version 2\", \"asin\": \"B081FK6L1G\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Kiehl's Facial Fuel Exfoliating Face Scrub, Facial Cleanser for Men, Smooths Skin & Removes Dead Skin, Dirt & Oil, Helps Soften Tough Facial Hair, with Caffeine, Menthol, Vitamin E & Citrus Extracts\", \"asin\": \"B002LJYI9C\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea\", \"asin\": \"B0B2RM68G2\", \"price\": \"$19.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"HORACE Purifying Face Mask for Men - Facial Deep Cleanse with Kaolin Clay and Blue Everlasting Flower - Pore Refining Skincare for All Skin Types - Unscented, 2.45 fl.oz\", \"asin\": \"B0DCDBWYDY\", \"price\": \"$18.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Majestic Pure Dead Sea Mud Mask - Natural Face and Skin Care - Helps Reducing Pores and Appearances of Acne and Blackheads - Soothing, and Nourishing - 8.8 oz\", \"asin\": \"B00UREAGU8\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"+WIS+ Hyaluronic Acid Face Mask 24 EA with Hyaluronic Acid Serum and Vitamin B5, Hydrating Facial Mask for Dry Skin, Anti-Aging Mask to Plump and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QPRXH2G\", \"price\": \"$21.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Ebanel 10 Pack Carbonated Bubble Clay Mask, Deep Cleansing Face Mask, Detox Volcanic Ash and Bentonite Clay Masks with Collagen Peptides, Vitamin C, Hyaluronic Acid, Niacinamide\", \"asin\": \"B07FB3K984\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Torriden DIVE IN Hyaluronic Acid Facial Mask (10 sheets) | Extra Moisturizing Care | Hyaluronic Acid, Panthenol, Allantoin | Korean Face Mask\", \"asin\": \"B08TBJY2DP\", \"price\": \"$33.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hydrating Facial Cleanser, Gentle Soothing Korean Cleanser Face Wash for Acne-prone Sensitive Skin. Green Plum Low pH Cleansing Gel 200ml 6.76 Fl. Oz.\", \"asin\": \"B0DBJ3N7M5\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\", \"asin\": \"B08TM73DZ3\", \"price\": \"$31.05\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AXIS-Y Mugwort Pore Clarifying Wash Off Pack - Face Exfoliator Targets Clogged Pores, Whitehead & Blackhead Remover - Vegan Korean Skin Care Glass Skin Clay Mask for All Skin Types - 3.38 fl. oz.\", \"asin\": \"B0912BD42B\", \"price\": \"$20.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"+WIS+ Intensive Hydrating Face Masks 24 EA with Hyaluronic Acid Serum for Dry Skin, Collagen Facial Mask to Pore Minimizing, Elasticity Improvement and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QWPYH88\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CENTELLIAN 24 Madeca Derma Face Mask (Intensive, 10pc) - Soothing Cotton Sheet Mask for Sensitive, All Skin Types, 24-Hour Hydration. Premium Korean Skin Care. TECA, Centella Asiatica, Madecassoside\", \"asin\": \"B0842FGLJ6\", \"price\": \"$14.71\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"PUREDERM Deep Purifying Green O2 Bubble Mask 0.88oz x 5ea / Korean beauty/Bubble mask/Cleansing foam/Cleanser/Purifying mask/Green tea mask/Face toxin\", \"asin\": \"B07PD293BY\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml\", \"asin\": \"B00DCE26AI\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Naruko Job's Tears Brightening Mask \\u7d05\\u858f\\u4ec1\\u5065\\u5eb7\\u96ea\\u767d\\u9762\\u819c\", \"asin\": \"B08LJ6HDBS\", \"price\": \"$20.00\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 5 left in stock - order soon.\"},\n{\"title\": \"JMsolution Marine Luminous Pearl Deep Moisture 3 Step Skin Care Facial Mask - Korean Skincare - boosting Brightening Moisturizing-10 Sheets for Dry Skin\", \"asin\": \"B078X8H3JK\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ZealSea Vitamin C American Kaolin Clay Mask with Turmeric, Pro Ultra-Fine Creamy Texture, Deep Pore Cleansing Even Skin Tone Brighten Control Oil Detoxify, 30% Aloe, Jojoba Oil, Shea Butter & Squalane\", \"asin\": \"B098QWW43L\", \"price\": \"$15.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml\", \"asin\": \"B00DCE26AI\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EVE LOM Rescue Mask | Facial mask that purifies and hydrates at the same time. Honey-infused Kaolin Clay conditions skin while ground almonds gently exfoliate when dried mask is buffed off to reveal a brighter complexion. Hydrates up to 72 hours.\", \"asin\": \"B001IIO66W\", \"price\": \"$58.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Tunbot Blackhead Removal Mask 120ML Pull-Off Bamboo Charcoal Mask deeply cleans blackhead dirt and purifies pores for men and women(4.23 fl.oz)\", \"asin\": \"B0C7Q3LL64\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 5 left in stock - order soon.\"},\n{\"title\": \"Cetaphil Clay Mask, DermaControl Purifying Clay Face Mask with Bentonite Clay for Blackheads and Pores, Designed for Oily, Sensitive Skin, 3 Oz\", \"asin\": \"B07SDQDMZ4\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:47:45.707Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"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\": \"\\u6e05\\u6d01\\u9762\\u819c\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\\nAll Skin Type\", \"asin\": \"B0034JTD0W\", \"price\": \"$47.00\", \"quantity\": \"\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\\n3.53 Ounce (Pack of 1)\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\\nSensitive Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B00175S7T8\", \"price\": \"$52.00\", \"quantity\": \"\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\\n5.07 Fl Oz (Pack of 1)\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Mamaearth Ubtan Face Pack with Turmeric & Saffron | De-Tan Mask Helps Remove Tanning & Restore Natural Glow | Helps Make Skin Soft & Supple | 3.53 Oz (100g)\\nAll Skin Type3.53 Ounce (Pack of 1)\", \"asin\": \"B07QSQCF9R\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\\nAll Skin Type1 Count (Pack of 23)\", \"asin\": \"B08TM73DZ3\", \"price\": \"$31.05\", \"quantity\": \"\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\\nDry Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"quantity\": \"\"},\n{\"title\": \"Hyaluronic Acid & Collagen Sheet Mask - Hydrating, Anti-Aging, Skin Firming - Dermatologist Tested Korean Skincare - Clean Beauty, Natural Ingredients, Cruelty-Free, All Skin Types - 5 Masks\\n5 Count (Pack of 1)\", \"asin\": \"B0B57P7676\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\\nNormal Skin Type3.52 Ounce (Pack of 1)\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"NOWATER Collagen Wrapping Mask, Elasticity Improving, Hydrating, Firming - Hydrolyzed Collagen & Peptide, Glass Skin Peel Off Mask, Korean Skincare for Face (2.4 fl.oz)\\n2.4 Fl Oz (Pack of 1)\", \"asin\": \"B0DQNPZ542\", \"price\": \"$16.25\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"MDP+ RED LACTO COLLAGEN WRAPPING MASK, Glowy, Skin Elasticity, Hydrating, 2.36oz/70ml,Peel-off Mask, Pore Lifting and Minimizing, Korean Glass Skin\", \"asin\": \"B0CWR4ZC1N\"}],\n\"search_results\": [{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B0034JTD0W\", \"price\": \"$47.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SHILLS Blackhead Remover, Pore Control, Skin Cleansing, Purifying Bamboo Charcoal, Peel Off Face Mask,1 Bottle(1.69 fl. oz)\", \"asin\": \"B0793P98MW\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\", \"asin\": \"B00175S7T8\", \"price\": \"$52.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"New York Biology Dead Sea Mud Mask for Face and Body - Spa Quality Pore Reducer for Acne, Blackheads & Oily Skin, Natural Skincare for Women, Men - Tightens Skin for A Healthier Complexion - 8.8 oz\", \"asin\": \"B01NCM25K7\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B01KSIO76G\", \"price\": \"$26.00\"},\n{\"title\": \"Vitamin C Face Mask with Kaolin Clay and Turmeric for Dark Spots, Dull Skin, Skincare Facial Mask for Controlling Oil and Refining Pores 5.29 Oz\", \"asin\": \"B08YRD11VS\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Aztec Secret\\u2013 Indian Healing Clay 1 lb \\u2013 Deep Pore Cleansing Facial & Body Mask \\u2013 The Original 100% Natural Calcium Bentonite Clay \\u2013 New Version 2\", \"asin\": \"B081FK6L1G\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Kiehl's Facial Fuel Exfoliating Face Scrub, Facial Cleanser for Men, Smooths Skin & Removes Dead Skin, Dirt & Oil, Helps Soften Tough Facial Hair, with Caffeine, Menthol, Vitamin E & Citrus Extracts\", \"asin\": \"B002LJYI9C\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea\", \"asin\": \"B0B2RM68G2\", \"price\": \"$19.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"HORACE Purifying Face Mask for Men - Facial Deep Cleanse with Kaolin Clay and Blue Everlasting Flower - Pore Refining Skincare for All Skin Types - Unscented, 2.45 fl.oz\", \"asin\": \"B0DCDBWYDY\", \"price\": \"$18.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Majestic Pure Dead Sea Mud Mask - Natural Face and Skin Care - Helps Reducing Pores and Appearances of Acne and Blackheads - Soothing, and Nourishing - 8.8 oz\", \"asin\": \"B00UREAGU8\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"+WIS+ Hyaluronic Acid Face Mask 24 EA with Hyaluronic Acid Serum and Vitamin B5, Hydrating Facial Mask for Dry Skin, Anti-Aging Mask to Plump and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QPRXH2G\", \"price\": \"$21.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Ebanel 10 Pack Carbonated Bubble Clay Mask, Deep Cleansing Face Mask, Detox Volcanic Ash and Bentonite Clay Masks with Collagen Peptides, Vitamin C, Hyaluronic Acid, Niacinamide\", \"asin\": \"B07FB3K984\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Torriden DIVE IN Hyaluronic Acid Facial Mask (10 sheets) | Extra Moisturizing Care | Hyaluronic Acid, Panthenol, Allantoin | Korean Face Mask\", \"asin\": \"B08TBJY2DP\", \"price\": \"$33.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hydrating Facial Cleanser, Gentle Soothing Korean Cleanser Face Wash for Acne-prone Sensitive Skin. Green Plum Low pH Cleansing Gel 200ml 6.76 Fl. Oz.\", \"asin\": \"B0DBJ3N7M5\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\", \"asin\": \"B08TM73DZ3\", \"price\": \"$31.05\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AXIS-Y Mugwort Pore Clarifying Wash Off Pack - Face Exfoliator Targets Clogged Pores, Whitehead & Blackhead Remover - Vegan Korean Skin Care Glass Skin Clay Mask for All Skin Types - 3.38 fl. oz.\", \"asin\": \"B0912BD42B\", \"price\": \"$20.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"+WIS+ Intensive Hydrating Face Masks 24 EA with Hyaluronic Acid Serum for Dry Skin, Collagen Facial Mask to Pore Minimizing, Elasticity Improvement and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QWPYH88\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CENTELLIAN 24 Madeca Derma Face Mask (Intensive, 10pc) - Soothing Cotton Sheet Mask for Sensitive, All Skin Types, 24-Hour Hydration. Premium Korean Skin Care. TECA, Centella Asiatica, Madecassoside\", \"asin\": \"B0842FGLJ6\", \"price\": \"$14.71\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"PUREDERM Deep Purifying Green O2 Bubble Mask 0.88oz x 5ea / Korean beauty/Bubble mask/Cleansing foam/Cleanser/Purifying mask/Green tea mask/Face toxin\", \"asin\": \"B07PD293BY\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml\", \"asin\": \"B00DCE26AI\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Naruko Job's Tears Brightening Mask \\u7d05\\u858f\\u4ec1\\u5065\\u5eb7\\u96ea\\u767d\\u9762\\u819c\", \"asin\": \"B08LJ6HDBS\", \"price\": \"$20.00\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 5 left in stock - order soon.\"},\n{\"title\": \"JMsolution Marine Luminous Pearl Deep Moisture 3 Step Skin Care Facial Mask - Korean Skincare - boosting Brightening Moisturizing-10 Sheets for Dry Skin\", \"asin\": \"B078X8H3JK\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ZealSea Vitamin C American Kaolin Clay Mask with Turmeric, Pro Ultra-Fine Creamy Texture, Deep Pore Cleansing Even Skin Tone Brighten Control Oil Detoxify, 30% Aloe, Jojoba Oil, Shea Butter & Squalane\", \"asin\": \"B098QWW43L\", \"price\": \"$15.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml\", \"asin\": \"B00DCE26AI\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EVE LOM Rescue Mask | Facial mask that purifies and hydrates at the same time. Honey-infused Kaolin Clay conditions skin while ground almonds gently exfoliate when dried mask is buffed off to reveal a brighter complexion. Hydrates up to 72 hours.\", \"asin\": \"B001IIO66W\", \"price\": \"$58.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Tunbot Blackhead Removal Mask 120ML Pull-Off Bamboo Charcoal Mask deeply cleans blackhead dirt and purifies pores for men and women(4.23 fl.oz)\", \"asin\": \"B0C7Q3LL64\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 5 left in stock - order soon.\"},\n{\"title\": \"Cetaphil Clay Mask, DermaControl Purifying Clay Face Mask with Bentonite Clay for Blackheads and Pores, Designed for Oily, Sensitive Skin, 3 Oz\", \"asin\": \"B07SDQDMZ4\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:47:55.223Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T22:47:55.223Z
input
科颜氏 面膜
rule
train
77
2025-04-07T22:47:55.223Z
input
科颜氏 面膜
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "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": "\u6e05\u6d01\u9762\u819c"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\nAll Skin Type", "asin": "B0034JTD0W", "price": "$47.00", "quantity": ""}, {"title": "Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\n3.53 Ounce (Pack of 1)", "asin": "B0D9LN6VDC", "price": "$24.49", "quantity": ""}, {"title": "ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\nSensitive Skin Type2.5 Fl Oz (Pack of 1)", "asin": "B00175S7T8", "price": "$52.00", "quantity": ""}, {"title": "Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\n5.07 Fl Oz (Pack of 1)", "asin": "B0D4517144", "price": "$17.99", "quantity": ""}, {"title": "Mamaearth Ubtan Face Pack with Turmeric & Saffron | De-Tan Mask Helps Remove Tanning & Restore Natural Glow | Helps Make Skin Soft & Supple | 3.53 Oz (100g)\nAll Skin Type3.53 Ounce (Pack of 1)", "asin": "B07QSQCF9R", "price": "$14.88", "quantity": ""}, {"title": "FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\nAll Skin Type1 Count (Pack of 23)", "asin": "B08TM73DZ3", "price": "$31.05", "quantity": ""}, {"title": "belif Vitamin E Jelly Overnight Mask \u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\nDry Skin Type2.5 Fl Oz (Pack of 1)", "asin": "B085JZSBJR", "price": "$32.30", "quantity": ""}, {"title": "Hyaluronic Acid & Collagen Sheet Mask - Hydrating, Anti-Aging, Skin Firming - Dermatologist Tested Korean Skincare - Clean Beauty, Natural Ingredients, Cruelty-Free, All Skin Types - 5 Masks\n5 Count (Pack of 1)", "asin": "B0B57P7676", "price": "$7.99", "quantity": ""}, {"title": "Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\nNormal Skin Type3.52 Ounce (Pack of 1)", "asin": "B0C42LDCM9", "price": "$45.00", "quantity": ""}, {"title": "NOWATER Collagen Wrapping Mask, Elasticity Improving, Hydrating, Firming - Hydrolyzed Collagen & Peptide, Glass Skin Peel Off Mask, Korean Skincare for Face (2.4 fl.oz)\n2.4 Fl Oz (Pack of 1)", "asin": "B0DQNPZ542", "price": "$16.25", "quantity": ""}], "ads": [{"title": "MDP+ RED LACTO COLLAGEN WRAPPING MASK, Glowy, Skin Elasticity, Hydrating, 2.36oz/70ml,Peel-off Mask, Pore Lifting and Minimizing, Korean Glass Skin", "asin": "B0CWR4ZC1N"}], "search_results": [{"title": "Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera", "asin": "B0034JTD0W", "price": "$47.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types", "asin": "B0D9LN6VDC", "price": "$24.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types", "asin": "B0C42LDCM9", "price": "$45.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "SHILLS Blackhead Remover, Pore Control, Skin Cleansing, Purifying Bamboo Charcoal, Peel Off Face Mask,1 Bottle(1.69 fl. oz)", "asin": "B0793P98MW", "price": "$14.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz", "asin": "B00175S7T8", "price": "$52.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "New York Biology Dead Sea Mud Mask for Face and Body - Spa Quality Pore Reducer for Acne, Blackheads & Oily Skin, Natural Skincare for Women, Men - Tightens Skin for A Healthier Complexion - 8.8 oz", "asin": "B01NCM25K7", "price": "$16.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera", "asin": "B01KSIO76G", "price": "$26.00"}, {"title": "Vitamin C Face Mask with Kaolin Clay and Turmeric for Dark Spots, Dull Skin, Skincare Facial Mask for Controlling Oil and Refining Pores 5.29 Oz", "asin": "B08YRD11VS", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Aztec Secret\u2013 Indian Healing Clay 1 lb \u2013 Deep Pore Cleansing Facial & Body Mask \u2013 The Original 100% Natural Calcium Bentonite Clay \u2013 New Version 2", "asin": "B081FK6L1G", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Kiehl's Facial Fuel Exfoliating Face Scrub, Facial Cleanser for Men, Smooths Skin & Removes Dead Skin, Dirt & Oil, Helps Soften Tough Facial Hair, with Caffeine, Menthol, Vitamin E & Citrus Extracts", "asin": "B002LJYI9C", "price": "$28.00", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz", "asin": "B0D4517144", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea", "asin": "B0B2RM68G2", "price": "$19.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz", "asin": "B0D4517144", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "HORACE Purifying Face Mask for Men - Facial Deep Cleanse with Kaolin Clay and Blue Everlasting Flower - Pore Refining Skincare for All Skin Types - Unscented, 2.45 fl.oz", "asin": "B0DCDBWYDY", "price": "$18.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Majestic Pure Dead Sea Mud Mask - Natural Face and Skin Care - Helps Reducing Pores and Appearances of Acne and Blackheads - Soothing, and Nourishing - 8.8 oz", "asin": "B00UREAGU8", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "+WIS+ Hyaluronic Acid Face Mask 24 EA with Hyaluronic Acid Serum and Vitamin B5, Hydrating Facial Mask for Dry Skin, Anti-Aging Mask to Plump and Repair Dehydrated Skin, Safe on Sensitive Skin", "asin": "B07QPRXH2G", "price": "$21.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Ebanel 10 Pack Carbonated Bubble Clay Mask, Deep Cleansing Face Mask, Detox Volcanic Ash and Bentonite Clay Masks with Collagen Peptides, Vitamin C, Hyaluronic Acid, Niacinamide", "asin": "B07FB3K984", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types", "asin": "B0D9LN6VDC", "price": "$24.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Torriden DIVE IN Hyaluronic Acid Facial Mask (10 sheets) | Extra Moisturizing Care | Hyaluronic Acid, Panthenol, Allantoin | Korean Face Mask", "asin": "B08TBJY2DP", "price": "$33.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "belif Vitamin E Jelly Overnight Mask \u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz", "asin": "B085JZSBJR", "price": "$32.30", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Hydrating Facial Cleanser, Gentle Soothing Korean Cleanser Face Wash for Acne-prone Sensitive Skin. Green Plum Low pH Cleansing Gel 200ml 6.76 Fl. Oz.", "asin": "B0DBJ3N7M5", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)", "asin": "B08TM73DZ3", "price": "$31.05", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "AXIS-Y Mugwort Pore Clarifying Wash Off Pack - Face Exfoliator Targets Clogged Pores, Whitehead & Blackhead Remover - Vegan Korean Skin Care Glass Skin Clay Mask for All Skin Types - 3.38 fl. oz.", "asin": "B0912BD42B", "price": "$20.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "+WIS+ Intensive Hydrating Face Masks 24 EA with Hyaluronic Acid Serum for Dry Skin, Collagen Facial Mask to Pore Minimizing, Elasticity Improvement and Repair Dehydrated Skin, Safe on Sensitive Skin", "asin": "B07QWPYH88", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "CENTELLIAN 24 Madeca Derma Face Mask (Intensive, 10pc) - Soothing Cotton Sheet Mask for Sensitive, All Skin Types, 24-Hour Hydration. Premium Korean Skin Care. TECA, Centella Asiatica, Madecassoside", "asin": "B0842FGLJ6", "price": "$14.71", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "PUREDERM Deep Purifying Green O2 Bubble Mask 0.88oz x 5ea / Korean beauty/Bubble mask/Cleansing foam/Cleanser/Purifying mask/Green tea mask/Face toxin", "asin": "B07PD293BY", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml", "asin": "B00DCE26AI", "price": "$21.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Naruko Job's Tears Brightening Mask \u7d05\u858f\u4ec1\u5065\u5eb7\u96ea\u767d\u9762\u819c", "asin": "B08LJ6HDBS", "price": "$20.00", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 5 left in stock - order soon."}, {"title": "JMsolution Marine Luminous Pearl Deep Moisture 3 Step Skin Care Facial Mask - Korean Skincare - boosting Brightening Moisturizing-10 Sheets for Dry Skin", "asin": "B078X8H3JK", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "ZealSea Vitamin C American Kaolin Clay Mask with Turmeric, Pro Ultra-Fine Creamy Texture, Deep Pore Cleansing Even Skin Tone Brighten Control Oil Detoxify, 30% Aloe, Jojoba Oil, Shea Butter & Squalane", "asin": "B098QWW43L", "price": "$15.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml", "asin": "B00DCE26AI", "price": "$21.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "EVE LOM Rescue Mask | Facial mask that purifies and hydrates at the same time. Honey-infused Kaolin Clay conditions skin while ground almonds gently exfoliate when dried mask is buffed off to reveal a brighter complexion. Hydrates up to 72 hours.", "asin": "B001IIO66W", "price": "$58.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Tunbot Blackhead Removal Mask 120ML Pull-Off Bamboo Charcoal Mask deeply cleans blackhead dirt and purifies pores for men and women(4.23 fl.oz)", "asin": "B0C7Q3LL64", "price": "$14.99", "delivery": "FREE delivery Thu, Apr 10 Only 5 left in stock - order soon."}, {"title": "Cetaphil Clay Mask, DermaControl Purifying Clay Face Mask with Bentonite Clay for Blackheads and Pores, Designed for Oily, Sensitive Skin, 3 Oz", "asin": "B07SDQDMZ4"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T22:47:55.223Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T22:47:55.223Z\",\"action\": \"input\",\"acion_argument\": \"科颜氏 面膜\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T22:47:55.223Z\",\"action\": \"input\",\"acion_argument\": \"科颜氏 面膜\",}</answer>", "index": 77, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"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\": \"\\u6e05\\u6d01\\u9762\\u819c\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\\nAll Skin Type\", \"asin\": \"B0034JTD0W\", \"price\": \"$47.00\", \"quantity\": \"\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\\n3.53 Ounce (Pack of 1)\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\\nSensitive Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B00175S7T8\", \"price\": \"$52.00\", \"quantity\": \"\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\\n5.07 Fl Oz (Pack of 1)\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Mamaearth Ubtan Face Pack with Turmeric & Saffron | De-Tan Mask Helps Remove Tanning & Restore Natural Glow | Helps Make Skin Soft & Supple | 3.53 Oz (100g)\\nAll Skin Type3.53 Ounce (Pack of 1)\", \"asin\": \"B07QSQCF9R\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\\nAll Skin Type1 Count (Pack of 23)\", \"asin\": \"B08TM73DZ3\", \"price\": \"$31.05\", \"quantity\": \"\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\\nDry Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"quantity\": \"\"},\n{\"title\": \"Hyaluronic Acid & Collagen Sheet Mask - Hydrating, Anti-Aging, Skin Firming - Dermatologist Tested Korean Skincare - Clean Beauty, Natural Ingredients, Cruelty-Free, All Skin Types - 5 Masks\\n5 Count (Pack of 1)\", \"asin\": \"B0B57P7676\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\\nNormal Skin Type3.52 Ounce (Pack of 1)\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"NOWATER Collagen Wrapping Mask, Elasticity Improving, Hydrating, Firming - Hydrolyzed Collagen & Peptide, Glass Skin Peel Off Mask, Korean Skincare for Face (2.4 fl.oz)\\n2.4 Fl Oz (Pack of 1)\", \"asin\": \"B0DQNPZ542\", \"price\": \"$16.25\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"MDP+ RED LACTO COLLAGEN WRAPPING MASK, Glowy, Skin Elasticity, Hydrating, 2.36oz/70ml,Peel-off Mask, Pore Lifting and Minimizing, Korean Glass Skin\", \"asin\": \"B0CWR4ZC1N\"}],\n\"search_results\": [{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B0034JTD0W\", \"price\": \"$47.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"SHILLS Blackhead Remover, Pore Control, Skin Cleansing, Purifying Bamboo Charcoal, Peel Off Face Mask,1 Bottle(1.69 fl. oz)\", \"asin\": \"B0793P98MW\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Herbal Lavender Repair Mask; Soothing Clay Mask, 2.5 Fl Oz\", \"asin\": \"B00175S7T8\", \"price\": \"$52.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"New York Biology Dead Sea Mud Mask for Face and Body - Spa Quality Pore Reducer for Acne, Blackheads & Oily Skin, Natural Skincare for Women, Men - Tightens Skin for A Healthier Complexion - 8.8 oz\", \"asin\": \"B01NCM25K7\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B01KSIO76G\", \"price\": \"$26.00\"},\n{\"title\": \"Vitamin C Face Mask with Kaolin Clay and Turmeric for Dark Spots, Dull Skin, Skincare Facial Mask for Controlling Oil and Refining Pores 5.29 Oz\", \"asin\": \"B08YRD11VS\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Aztec Secret\\u2013 Indian Healing Clay 1 lb \\u2013 Deep Pore Cleansing Facial & Body Mask \\u2013 The Original 100% Natural Calcium Bentonite Clay \\u2013 New Version 2\", \"asin\": \"B081FK6L1G\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Kiehl's Facial Fuel Exfoliating Face Scrub, Facial Cleanser for Men, Smooths Skin & Removes Dead Skin, Dirt & Oil, Helps Soften Tough Facial Hair, with Caffeine, Menthol, Vitamin E & Citrus Extracts\", \"asin\": \"B002LJYI9C\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea\", \"asin\": \"B0B2RM68G2\", \"price\": \"$19.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Beauty of Joseon Ground Rice and Honey Glow Mask Pore Sebum Care for Dry Sensitive Skin Korean Skin Care 150ml, 5.07 fl.oz\", \"asin\": \"B0D4517144\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"HORACE Purifying Face Mask for Men - Facial Deep Cleanse with Kaolin Clay and Blue Everlasting Flower - Pore Refining Skincare for All Skin Types - Unscented, 2.45 fl.oz\", \"asin\": \"B0DCDBWYDY\", \"price\": \"$18.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Majestic Pure Dead Sea Mud Mask - Natural Face and Skin Care - Helps Reducing Pores and Appearances of Acne and Blackheads - Soothing, and Nourishing - 8.8 oz\", \"asin\": \"B00UREAGU8\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"+WIS+ Hyaluronic Acid Face Mask 24 EA with Hyaluronic Acid Serum and Vitamin B5, Hydrating Facial Mask for Dry Skin, Anti-Aging Mask to Plump and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QPRXH2G\", \"price\": \"$21.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Ebanel 10 Pack Carbonated Bubble Clay Mask, Deep Cleansing Face Mask, Detox Volcanic Ash and Bentonite Clay Masks with Collagen Peptides, Vitamin C, Hyaluronic Acid, Niacinamide\", \"asin\": \"B07FB3K984\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Green Tea Clay Purifying Mask 100g/3.53oz, Pore Clearing Mud Mask with Green Tea Extract and Portulaca Extract, Oil Control Spa Facial Mask for All Skin Types\", \"asin\": \"B0D9LN6VDC\", \"price\": \"$24.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Torriden DIVE IN Hyaluronic Acid Facial Mask (10 sheets) | Extra Moisturizing Care | Hyaluronic Acid, Panthenol, Allantoin | Korean Face Mask\", \"asin\": \"B08TBJY2DP\", \"price\": \"$33.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hydrating Facial Cleanser, Gentle Soothing Korean Cleanser Face Wash for Acne-prone Sensitive Skin. Green Plum Low pH Cleansing Gel 200ml 6.76 Fl. Oz.\", \"asin\": \"B0DBJ3N7M5\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care 23 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (23 pc)\", \"asin\": \"B08TM73DZ3\", \"price\": \"$31.05\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"AXIS-Y Mugwort Pore Clarifying Wash Off Pack - Face Exfoliator Targets Clogged Pores, Whitehead & Blackhead Remover - Vegan Korean Skin Care Glass Skin Clay Mask for All Skin Types - 3.38 fl. oz.\", \"asin\": \"B0912BD42B\", \"price\": \"$20.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"+WIS+ Intensive Hydrating Face Masks 24 EA with Hyaluronic Acid Serum for Dry Skin, Collagen Facial Mask to Pore Minimizing, Elasticity Improvement and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QWPYH88\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CENTELLIAN 24 Madeca Derma Face Mask (Intensive, 10pc) - Soothing Cotton Sheet Mask for Sensitive, All Skin Types, 24-Hour Hydration. Premium Korean Skin Care. TECA, Centella Asiatica, Madecassoside\", \"asin\": \"B0842FGLJ6\", \"price\": \"$14.71\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"PUREDERM Deep Purifying Green O2 Bubble Mask 0.88oz x 5ea / Korean beauty/Bubble mask/Cleansing foam/Cleanser/Purifying mask/Green tea mask/Face toxin\", \"asin\": \"B07PD293BY\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml\", \"asin\": \"B00DCE26AI\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Naruko Job's Tears Brightening Mask \\u7d05\\u858f\\u4ec1\\u5065\\u5eb7\\u96ea\\u767d\\u9762\\u819c\", \"asin\": \"B08LJ6HDBS\", \"price\": \"$20.00\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 5 left in stock - order soon.\"},\n{\"title\": \"JMsolution Marine Luminous Pearl Deep Moisture 3 Step Skin Care Facial Mask - Korean Skincare - boosting Brightening Moisturizing-10 Sheets for Dry Skin\", \"asin\": \"B078X8H3JK\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ZealSea Vitamin C American Kaolin Clay Mask with Turmeric, Pro Ultra-Fine Creamy Texture, Deep Pore Cleansing Even Skin Tone Brighten Control Oil Detoxify, 30% Aloe, Jojoba Oil, Shea Butter & Squalane\", \"asin\": \"B098QWW43L\", \"price\": \"$15.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"PLANTIFIQUE Korean Skin Care Detox Face Mask with Avocado & Superfoods - Hydrating Clay Mud Mask Dermatologist Tested for Face and Body - Vegan Skincare 3.4 Oz/100ml\", \"asin\": \"B00DCE26AI\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EVE LOM Rescue Mask | Facial mask that purifies and hydrates at the same time. Honey-infused Kaolin Clay conditions skin while ground almonds gently exfoliate when dried mask is buffed off to reveal a brighter complexion. Hydrates up to 72 hours.\", \"asin\": \"B001IIO66W\", \"price\": \"$58.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Tunbot Blackhead Removal Mask 120ML Pull-Off Bamboo Charcoal Mask deeply cleans blackhead dirt and purifies pores for men and women(4.23 fl.oz)\", \"asin\": \"B0C7Q3LL64\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 5 left in stock - order soon.\"},\n{\"title\": \"Cetaphil Clay Mask, DermaControl Purifying Clay Face Mask with Bentonite Clay for Blackheads and Pores, Designed for Oily, Sensitive Skin, 3 Oz\", \"asin\": \"B07SDQDMZ4\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:47:55.223Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\\nNormal Skin Type3.52 Ounce (Pack of 1)\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"Biodance Skin Refining Mild PHA Toner, Gentle Exfoliating Face Toner for Sensitive Skin with Ceramides & NMF | 5.07 fl.oz,150ml\\n5.07 Fl Oz (Pack of 1)\", \"asin\": \"B0CV4RHDTJ\", \"price\": \"$17.85\", \"quantity\": \"\"},\n{\"title\": \"BIODANCE Collagen Cream | Firming Facial Moisturizer with Collagen, Mineral water, Hyaluronic Acid for Face | 1.69 fl.oz, 50ml\\n1.69 Fl Oz (Pack of 1)\", \"asin\": \"B0CL6GFZPN\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\\nDry Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Midnight Recovery Omega Rich Botanical Night Cream, Overnight Renewing Face Moisturizer, Plumps & Replenishes Skin Barrier, with Omega Oils & Fatty Acids, Lavender Scent - 1.7 fl oz\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B0BJBT1WQJ\", \"price\": \"$62.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"MDP+ RED LACTO COLLAGEN WRAPPING MASK, Glowy, Skin Elasticity, Hydrating, 2.36oz/70ml,Peel-off Mask, Pore Lifting and Minimizing, Korean Glass Skin\", \"asin\": \"B0CWR4ZC1N\"}],\n\"search_results\": [{\"title\": \"JMSolution Honey Royal Propolis Ampoule Korean Skincare Facial Mask -Rich Moisturizing boositng Nutrition -10sheets per box For All Skin Type (Honey Royal)\", \"asin\": \"B073Q53BN1\", \"price\": \"$11.55\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"DERMAL 24 Combo Pack A Collagen Essence Korean Face Mask - Hydrating & Soothing Facial Mask with Panthenol - Hypoallergenic Self Care Sheet Mask for All Skin Types - Natural Home Spa Treatment Mask\", \"asin\": \"B0722LVW3B\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DERMAL 16 Combo Pack A Collagen Essence Korean Face Mask - Hydrating & Soothing Facial Mask with Panthenol - Hypoallergenic Self Care Sheet Mask for All Skin Types - Natural Home Spa Treatment Masks\", \"asin\": \"B00BAM7F8C\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Torriden DIVE IN Hyaluronic Acid Facial Mask (10 sheets) | Extra Moisturizing Care | Hyaluronic Acid, Panthenol, Allantoin | Korean Face Mask\", \"asin\": \"B08TBJY2DP\", \"price\": \"$33.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"MEDIHEAL Best Korean Sheet Mask - Vita Essential Face Mask 10 Sheets Vitamin Mask For All skin types Smoothing Tightening Toning up Brightening\", \"asin\": \"B09XWPL5VN\", \"price\": \"$19.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"+WIS+ Hyaluronic Acid Face Mask 24 EA with Hyaluronic Acid Serum and Vitamin B5, Hydrating Facial Mask for Dry Skin, Anti-Aging Mask to Plump and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QPRXH2G\", \"price\": \"$21.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DERMAL 24 Combo Pack A Collagen Essence Korean Face Mask - Hydrating & Soothing Facial Mask with Panthenol - Hypoallergenic Self Care Sheet Mask for All Skin Types - Natural Home Spa Treatment Mask\", \"asin\": \"B0722LVW3B\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"BIODANCE Hydro Cera-nol Real Deep Mask, Overnight Hydrogel Mask, Soothing, Moisturizing, Nourishing, 1.19oz(34g) x 4ea\", \"asin\": \"B0CWGSP1WY\", \"price\": \"$19.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Aloe Facial Skincare Sheet Hydrating Moisturizing Revitalizing Facial Skincare Sheet for Dry, Oily, Sensitive and Tired Skin 25ml/0.8oz, Pack of 10\", \"asin\": \"B07X98ZC94\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"JMSolution Honey Royal Propolis Ampoule Korean Skincare Facial Mask -Rich Moisturizing boositng Nutrition -10sheets per box For All Skin Type (Honey Royal)\", \"asin\": \"B073Q53BN1\", \"price\": \"$11.55\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"My Beauty Diary-Black Pearl Brightening Facial Mask, Intense Brightening and Ulta Hydrating, Rich Nutrition to Revitalize Dull Skin (8 Combo Pack)\", \"asin\": \"B01H4P9JPK\", \"price\": \"$16.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"THE FACE SHOP Vita-Toning Vegan Collagen Face Mask, Korean Glass Skin Essential, Hydrogel Mask for Moisturizing & Skin Elasticity, Improves Uneven Tone, 4EA\", \"asin\": \"B0DBRDD827\", \"price\": \"$19.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"HORACE Purifying Face Mask for Men - Facial Deep Cleanse with Kaolin Clay and Blue Everlasting Flower - Pore Refining Skincare for All Skin Types - Unscented, 2.45 fl.oz\", \"asin\": \"B0DCDBWYDY\", \"price\": \"$18.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"LAPCOS Aloe Sheet Mask, Daily Face Mask with Cucumber and Aloe Gel to Calm and Moisturize Skin, Korean Beauty Favorite, 5-Pack\", \"asin\": \"B07JMTMHGS\", \"price\": \"$16.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Thamnolia Fresh Hydration Mask (26mlx5PCS) - Balancing Skin's Oil & Hydrating Face Mask for All Skin Types, Paraben-Free, Alcohol Free\", \"asin\": \"B0D9K8ZMDN\", \"price\": \"$28.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Dr.Jart+ Dermask Vital Hydra Solution Glow Face Mask with Hyaluronic Acid | Sheet Mask | Korean Skin Care\", \"asin\": \"B0D2D19357\", \"price\": \"$10.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"+WIS+ Intensive Hydrating Face Masks 24 EA with Hyaluronic Acid Serum for Dry Skin, Collagen Facial Mask to Pore Minimizing, Elasticity Improvement and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QWPYH88\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Torriden DIVE IN Hyaluronic Acid Facial Mask (10 sheets) | Extra Moisturizing Care | Hyaluronic Acid, Panthenol, Allantoin | Korean Face Mask\", \"asin\": \"B08TBJY2DP\", \"price\": \"$33.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hadabisei Super Moisturizing 3D Facial Mask Brightening Sheets, 4 Count\", \"asin\": \"B00ST81QTY\", \"price\": \"$8.23\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Triple Hyaluron Hydrating Mask for Dry and Sensitive Skin, Anti Aging, Tightening and Moisturizing, Korean Vegan Beauty, Hyaluronic Acid, Caffeine, Vitamin C 10EA\", \"asin\": \"B0BV9756SK\", \"price\": \"$14.32\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"[K Beauty Snp] Overnight Bird's Nest Night Cream | Travel Size Individual Packaging | Hydrating and Protecting for All Dry Skin Types | Korean Face Skincare | Overnight Facial Skin Care | 20 Pack\", \"asin\": \"B07QVMWG7C\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Hyaluronic Acid & Collagen Sheet Mask - Hydrating, Anti-Aging, Skin Firming - Dermatologist Tested Korean Skincare - Clean Beauty, Natural Ingredients, Cruelty-Free, All Skin Types - 5 Masks\", \"asin\": \"B0B57P7676\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Rose Collagen Wrapping Peel-off Mask Pack | Korean Skincare Mask Pack (60ml/2.02 fl.oz.)\", \"asin\": \"B0D53Y7QB1\", \"price\": \"$15.33\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"grace & stella Under Eye Mask - Under Eye Patches for Dark Circles and Puffiness Undereye Bags, Wrinkles - Gel Eye Patch - Small Gifts - Vegan Cruelty-Free Self Care (48 Pairs, Gold)\", \"asin\": \"B014G1G10Q\", \"price\": \"$29.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Mediheal Official Best No.1 Korean Sheet Mask - NMF Ampoule Face Mask 10 Sheets For Intensely Hydrating Moisturizing with NMF For All Skin Types\", \"asin\": \"B09XWS4VZ7\", \"price\": \"$29.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DERMAL 39 Combo Pack A Collagen Essence Korean Face Mask - Hydrating & Soothing Facial Mask with Panthenol - Hypoallergenic Self Care Sheet Mask for All Skin Types - Natural Home Spa Treatment Masks\", \"asin\": \"B0797V8QZP\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea\", \"asin\": \"B0B2RM68G2\", \"price\": \"$19.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sodium Hyaluronate Medical Facial Repair Mask- Face Dressing for Anti-Acne, Moisturizing, Scar Treatment and Skin Healing \\u6577\\u5c14\\u4f73\\u533b\\u7528\\u900f\\u660e\\u8d28\\u9178\\u94a0\\u4fee\\u590d\\u8d34\\uff08\\u767d\\u819c\\uff09\", \"asin\": \"B0CJTPPM8C\", \"price\": \"$20.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"New York Biology Dead Sea Mud Mask for Face and Body - Spa Quality Pore Reducer for Acne, Blackheads & Oily Skin, Natural Skincare for Women, Men - Tightens Skin for A Healthier Complexion - 8.8 oz\", \"asin\": \"B01NCM25K7\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B01KSIO76G\", \"price\": \"$26.00\"},\n{\"title\": \"VOOLGA Skin Cleansing Repair Patch Hydrating And Moisturizing Repair Face Mask \\u6577\\u5c14\\u4f73\\u51c0\\u80a4\\u4fee\\u62a4\\u8d34\\u9762\\u819c26g/5pic, 1.63 Pound (Pack of 1)\", \"asin\": \"B0D8B5QM4M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Ebanel 15 Pack Collagen Peptide Hydrating Face Masks, Instant Brightening Firming Anti Aging Face Sheet Masks, Moisturizing Spa Facial Mask Skincare with Hyaluronic Acid, Vitamin C, Chamomile, Aloe\", \"asin\": \"B07K6V8P2R\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CENTELLIAN 24 Madeca Derma Face Mask (Intensive, 10pc) - Soothing Cotton Sheet Mask for Sensitive, All Skin Types, 24-Hour Hydration. Premium Korean Skin Care. TECA, Centella Asiatica, Madecassoside\", \"asin\": \"B0842FGLJ6\", \"price\": \"$14.71\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hydrating Soothing Sheet Masks Gift Set for Skincare, Korean Vegan Sheet Mask for Dry, Sensitive Skin, Calming, Smoothing, Brightening, Collagen, Ceramide, Cica, Hyaluronic Acid 30EA\", \"asin\": \"B0B43WPH44\", \"price\": \"$28.78\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"DERMAL 16 Combo Pack A Collagen Essence Korean Face Mask - Hydrating & Soothing Facial Mask with Panthenol - Hypoallergenic Self Care Sheet Mask for All Skin Types - Natural Home Spa Treatment Masks\", \"asin\": \"B00BAM7F8C\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mediheal Best Korean Sheet Mask - Madecassoside Essential Face Mask 10 Sheets For Sensitive Blemish Prone All Skin Types Hydrating Moisturizing Calming Soothing\", \"asin\": \"B09XX1WNP7\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"VOOLGA Repairing Mask For Staying Up Late To Moisturize, Nourish Hydrating Face Masks For All Skin Type Variety Beauty Mask Set \\u6577\\u5c14\\u4f73\\u4f9d\\u514b\\u591a\\u56e0\\u71ac\\u591c\\u9762\\u819c26g/5Pic\", \"asin\": \"B0D8DSFZVG\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Apr 28 - May 6 Only 9 left in stock - order soon.\"},\n{\"title\": \"SUNGBOON EDITOR Deep Collagen Overnight mask 37gx4ea | Original Hydrating Collagen Face Mask | Real Collagen 2,160,000PPB for Elasticity |TikTok Trend Items Korean Skin Care\", \"asin\": \"B0CJFFR574\", \"price\": \"$17.10\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"[K Beauty Snp] Variety Ampoule Sheet Mask Set | Bird's Nest, 24K Gold, and Diamond Face Mask | Hydrating, Moisturizing, Nourishing for Sensitive Facial Skin | Korean Face Masks Skincare | 12 Sheets\", \"asin\": \"B076FHMZQS\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"LAPCOS Collagen Sheet Mask, Firming Daily Face Mask with Collagen Peptides for Anti-Aging, Helps to Minimize Wrinkles, Restores Skin Elasticity & Firmness, Hydrating, Korean Beauty, 5-Pack\", \"asin\": \"B07DN4H67T\", \"price\": \"$16.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Ebanel 10 Pack Collagen Peptide Hydrating Face Masks, Instant Brightening Firming Anti Aging Face Sheet Masks, Moisturizing Spa Facial Mask Skincare with Hyaluronic Acid, Vitamin C, Chamomile, Aloe\", \"asin\": \"B01N37AK8V\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"celavi Essence Facial Face Mask Paper Sheet Korea Skin Care Moisturizing 12 Pack (Mix - 2 of Each)\", \"asin\": \"B01EGRLH40\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Kose Clear Turn 6-in1 Retinol Face Mask (50 sheet) Jumbo Pack - Japan Imported\", \"asin\": \"B019Z438L4\", \"price\": \"$18.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Naruko Magnolia brightening and firming 3D face lifting facial mask - reduce dark spots, fades wrinkles and boosts collagen Provides intensive hydration and adds radiance \\u767d\\u7389\\u862d\\u5411\\u4e0a\\u7dca\\u7dfb\\u7f8e\\u767d\\u62c9\\u63d0\\u9762\\u819c\", \"asin\": \"B00JJ4YA4K\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Real Collagen Fit, Hydrolyzed Collagen Wrapping Mask, Peel Off Facial Mask for elasticity, Hydrating, Glow, Glass Skin, Face Moisturizer, Self Care, Korean Skin Care, 50ml, 1.69 fl. oz.\", \"asin\": \"B0D6R5CF7T\", \"price\": \"$19.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mediheal Official Best Korean Sheet Mask - Collagen Essential Face Mask 10 Sheets Lifting and Firming For All Skin Types Value Sets\", \"asin\": \"B09XWHB1HR\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"New Upgrade!\\u3010Naruko\\u3011 Raw Job's Tears Brightening Mask \\u7d05\\u858f\\u4ec1\\u5065\\u5eb7\\u96ea\\u767d\\u9762\\u819c\\uff08\\u5347\\u7d1a\\u7248\\uff09\", \"asin\": \"B00DECM4V4\", \"price\": \"$19.76\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon.\"},\n{\"title\": \"Abib Mild acidic pH sheet mask Heartleaf Fit 30ml (10pcs)\", \"asin\": \"B0816JDCNY\", \"price\": \"$22.35\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"56 Pack Sheet Face Masks Skincare for Women, Hydrating Face Masks Suitable for Sensitive Skin, Bulk Facial Mask Gifts Set for Skin Care, Home Skincare Spa for All Skin Types\", \"asin\": \"B0CYH3WN5Z\", \"price\": \"$21.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mediheal Korean Ampoule Combo Mask Sheet Pack of 8 - E.G.T, I.P.I, N.M.F, H.P.A - Value Variety Pack - Hydrating Daily Skincare Sheet Face Sheet Mask - Korean Skincare\", \"asin\": \"B07WV3TW5Q\", \"price\": \"$23.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care - EVERYDAY 8 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (8 pc)\", \"asin\": \"B07VWL57LT\", \"price\": \"$13.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mediheal Sheet Mask Essential HERO 6 pack (Tea Tree, Madecassoside, Vita)| Korean Skincare Facial Sheet Mask Combo Moisturizing, Soothing and for Blemishes\", \"asin\": \"B0BRDGL821\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ISTON 6 Pack Bio-Collagen Real Deep Anti Wrinkle Lifting Mask,Overnight Hydrating Face Mask for All Skin Types -Pore Minimizing,Elasticity Enhancing,Firming,Moisturizing\", \"asin\": \"B0D7HFVBXF\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Azure Cosmetics 24K Gold Firming Face Mask- Anti Aging, Hydrating, Toning & Firming Facial Mask - Helps Reduce Wrinkles & Fine Lines - With Hyaluronic Acid & Collagen - Made in Korea - Pack of 5\", \"asin\": \"B075JRK87L\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"[K Beauty Snp] Bird's Nest Ampoule Sheet Mask | Hyaluronic Acid Sheet Mask | Maximum Hydration and Protection for All Dry Skin Types | Korean Skincare Facial Mask | 10 Sheets\", \"asin\": \"B0777H4NDH\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"SKIN1004 Zombie Pack 1 Box, 8ea, Hydrating\", \"asin\": \"B06XZV7ZGC\", \"price\": \"$20.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ParaFaciem Reusable V Line Mask Facial Slimming Strap Double Chin Reducer Chin Up Mask Face Lifting Belt V Shaped Slimming Face Mask\", \"asin\": \"B08J16FXGM\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Vitamin C Face Mask with Kaolin Clay and Turmeric for Dark Spots, Dull Skin, Skincare Facial Mask for Controlling Oil and Refining Pores 5.29 Oz\", \"asin\": \"B08YRD11VS\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Voolga Desert Plants Face Sheet Mask,Facial Mask Rejuvenates Skin with Plant Extracts, Moisturizing Repair Patch,Skin Hydration & Moisturization \\u6577\\u5c14\\u4f73\\u6c99\\u6f20\\u690d\\u7269\\u4fdd\\u6e7f\\u4fee\\u62a4\\u9762\\u819c 25g/5 Pieces/Box\", \"asin\": \"B0D9NCN4P1\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"BIODANCE Mask Duo: Bio-Collagen & Hydro Cera-nol Real Deep Mask\", \"asin\": \"B0D97Y5KLH\", \"price\": \"$34.00\", \"delivery\": \"\"},\n{\"title\": \"Naruko Job's Tears Brightening Mask \\u7d05\\u858f\\u4ec1\\u5065\\u5eb7\\u96ea\\u767d\\u9762\\u819c\", \"asin\": \"B08LJ6HDBS\", \"price\": \"$20.00\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 5 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:47:55.561Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T22:47:55.561Z
click
search
rule
train
78
2025-04-07T22:47:55.561Z
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u79d1\u989c\u6c0f \u9762\u819c"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\nNormal Skin Type3.52 Ounce (Pack of 1)", "asin": "B0C42LDCM9", "price": "$45.00", "quantity": ""}, {"title": "Biodance Skin Refining Mild PHA Toner, Gentle Exfoliating Face Toner for Sensitive Skin with Ceramides & NMF | 5.07 fl.oz,150ml\n5.07 Fl Oz (Pack of 1)", "asin": "B0CV4RHDTJ", "price": "$17.85", "quantity": ""}, {"title": "BIODANCE Collagen Cream | Firming Facial Moisturizer with Collagen, Mineral water, Hyaluronic Acid for Face | 1.69 fl.oz, 50ml\n1.69 Fl Oz (Pack of 1)", "asin": "B0CL6GFZPN", "price": "$38.50", "quantity": ""}, {"title": "belif Vitamin E Jelly Overnight Mask \u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\nDry Skin Type2.5 Fl Oz (Pack of 1)", "asin": "B085JZSBJR", "price": "$32.30", "quantity": ""}, {"title": "Kiehl's Midnight Recovery Omega Rich Botanical Night Cream, Overnight Renewing Face Moisturizer, Plumps & Replenishes Skin Barrier, with Omega Oils & Fatty Acids, Lavender Scent - 1.7 fl oz\n1.7 Fl Oz (Pack of 1)", "asin": "B0BJBT1WQJ", "price": "$62.00", "quantity": ""}], "ads": [{"title": "MDP+ RED LACTO COLLAGEN WRAPPING MASK, Glowy, Skin Elasticity, Hydrating, 2.36oz/70ml,Peel-off Mask, Pore Lifting and Minimizing, Korean Glass Skin", "asin": "B0CWR4ZC1N"}], "search_results": [{"title": "JMSolution Honey Royal Propolis Ampoule Korean Skincare Facial Mask -Rich Moisturizing boositng Nutrition -10sheets per box For All Skin Type (Honey Royal)", "asin": "B073Q53BN1", "price": "$11.55", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "DERMAL 24 Combo Pack A Collagen Essence Korean Face Mask - Hydrating & Soothing Facial Mask with Panthenol - Hypoallergenic Self Care Sheet Mask for All Skin Types - Natural Home Spa Treatment Mask", "asin": "B0722LVW3B", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "DERMAL 16 Combo Pack A Collagen Essence Korean Face Mask - 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11 AM on $25 of qualifying items"}, {"title": "THE FACE SHOP Vita-Toning Vegan Collagen Face Mask, Korean Glass Skin Essential, Hydrogel Mask for Moisturizing & Skin Elasticity, Improves Uneven Tone, 4EA", "asin": "B0DBRDD827", "price": "$19.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "HORACE Purifying Face Mask for Men - Facial Deep Cleanse with Kaolin Clay and Blue Everlasting Flower - Pore Refining Skincare for All Skin Types - Unscented, 2.45 fl.oz", "asin": "B0DCDBWYDY", "price": "$18.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "LAPCOS Aloe Sheet Mask, Daily Face Mask with Cucumber and Aloe Gel to Calm and Moisturize Skin, Korean Beauty Favorite, 5-Pack", "asin": "B07JMTMHGS", "price": "$16.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Thamnolia Fresh Hydration Mask (26mlx5PCS) - Balancing Skin's Oil & Hydrating Face Mask for All Skin Types, Paraben-Free, Alcohol Free", "asin": "B0D9K8ZMDN", "price": "$28.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Dr.Jart+ Dermask Vital Hydra Solution Glow Face Mask with Hyaluronic Acid | Sheet Mask | Korean Skin Care", "asin": "B0D2D19357", "price": "$10.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "+WIS+ Intensive Hydrating Face Masks 24 EA with Hyaluronic Acid Serum for Dry Skin, Collagen Facial Mask to Pore Minimizing, Elasticity Improvement and Repair Dehydrated Skin, Safe on Sensitive Skin", "asin": "B07QWPYH88", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Torriden DIVE IN Hyaluronic Acid Facial Mask (10 sheets) | Extra Moisturizing Care | Hyaluronic Acid, Panthenol, Allantoin | Korean Face Mask", "asin": "B08TBJY2DP", "price": "$33.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Hadabisei Super Moisturizing 3D Facial Mask Brightening Sheets, 4 Count", "asin": "B00ST81QTY", "price": "$8.23", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Triple Hyaluron Hydrating Mask for Dry and Sensitive Skin, Anti Aging, Tightening and Moisturizing, Korean Vegan Beauty, Hyaluronic Acid, Caffeine, Vitamin C 10EA", "asin": "B0BV9756SK", "price": "$14.32", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "[K Beauty Snp] Overnight Bird's Nest Night Cream | Travel Size Individual Packaging | Hydrating and Protecting for All Dry Skin Types | Korean Face Skincare | Overnight Facial Skin Care | 20 Pack", "asin": "B07QVMWG7C", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Hyaluronic Acid & Collagen Sheet Mask - Hydrating, Anti-Aging, Skin Firming - Dermatologist Tested Korean Skincare - Clean Beauty, Natural Ingredients, Cruelty-Free, All Skin Types - 5 Masks", "asin": "B0B57P7676", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 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11 AM on $25 of qualifying items"}, {"title": "DERMAL 39 Combo Pack A Collagen Essence Korean Face Mask - Hydrating & Soothing Facial Mask with Panthenol - Hypoallergenic Self Care Sheet Mask for All Skin Types - Natural Home Spa Treatment Masks", "asin": "B0797V8QZP", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea", "asin": "B0B2RM68G2", "price": "$19.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Sodium Hyaluronate Medical Facial Repair Mask- Face Dressing for Anti-Acne, Moisturizing, Scar Treatment and Skin Healing \u6577\u5c14\u4f73\u533b\u7528\u900f\u660e\u8d28\u9178\u94a0\u4fee\u590d\u8d34\uff08\u767d\u819c\uff09", "asin": "B0CJTPPM8C", "price": "$20.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "New York Biology Dead Sea Mud Mask for Face and Body - Spa Quality Pore Reducer for Acne, Blackheads & Oily Skin, Natural Skincare for Women, Men - Tightens Skin for A Healthier Complexion - 8.8 oz", "asin": "B01NCM25K7", "price": "$16.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera", "asin": "B01KSIO76G", "price": "$26.00"}, {"title": "VOOLGA Skin Cleansing Repair Patch Hydrating And Moisturizing Repair Face Mask \u6577\u5c14\u4f73\u51c0\u80a4\u4fee\u62a4\u8d34\u9762\u819c26g/5pic, 1.63 Pound (Pack of 1)", "asin": "B0D8B5QM4M", "price": "$16.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Ebanel 15 Pack Collagen Peptide Hydrating Face Masks, Instant Brightening Firming Anti Aging Face Sheet Masks, Moisturizing Spa Facial Mask Skincare with Hyaluronic Acid, Vitamin C, Chamomile, Aloe", "asin": "B07K6V8P2R", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "CENTELLIAN 24 Madeca Derma Face Mask (Intensive, 10pc) - Soothing Cotton Sheet Mask for Sensitive, All Skin Types, 24-Hour Hydration. Premium Korean Skin Care. TECA, Centella Asiatica, Madecassoside", "asin": "B0842FGLJ6", "price": "$14.71", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Hydrating Soothing Sheet Masks Gift Set for Skincare, Korean Vegan Sheet Mask for Dry, Sensitive Skin, Calming, Smoothing, Brightening, Collagen, Ceramide, Cica, Hyaluronic Acid 30EA", "asin": "B0B43WPH44", "price": "$28.78", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "DERMAL 16 Combo Pack A Collagen Essence Korean Face Mask - Hydrating & Soothing Facial Mask with Panthenol - Hypoallergenic Self Care Sheet Mask for All Skin Types - Natural Home Spa Treatment Masks", "asin": "B00BAM7F8C", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Mediheal Best Korean Sheet Mask - Madecassoside Essential Face Mask 10 Sheets For Sensitive Blemish Prone All Skin Types Hydrating Moisturizing Calming Soothing", "asin": "B09XX1WNP7", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "VOOLGA Repairing Mask For Staying Up Late To Moisturize, Nourish Hydrating Face Masks For All Skin Type Variety Beauty Mask Set \u6577\u5c14\u4f73\u4f9d\u514b\u591a\u56e0\u71ac\u591c\u9762\u819c26g/5Pic", "asin": "B0D8DSFZVG", "price": "$22.99", "delivery": "FREE delivery Apr 28 - May 6 Only 9 left in stock - order soon."}, {"title": "SUNGBOON EDITOR Deep Collagen Overnight mask 37gx4ea | Original Hydrating Collagen Face Mask | Real Collagen 2,160,000PPB for Elasticity |TikTok Trend Items Korean Skin Care", "asin": "B0CJFFR574", "price": "$17.10", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "[K Beauty Snp] Variety Ampoule Sheet Mask Set | Bird's Nest, 24K Gold, and Diamond Face Mask | Hydrating, Moisturizing, Nourishing for Sensitive Facial Skin | Korean Face Masks Skincare | 12 Sheets", "asin": "B076FHMZQS", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "LAPCOS Collagen Sheet Mask, Firming Daily Face Mask with Collagen Peptides for Anti-Aging, Helps to Minimize Wrinkles, Restores Skin Elasticity & Firmness, Hydrating, Korean Beauty, 5-Pack", "asin": "B07DN4H67T", "price": "$16.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Ebanel 10 Pack Collagen Peptide Hydrating Face Masks, Instant Brightening Firming Anti Aging Face Sheet Masks, Moisturizing Spa Facial Mask Skincare with Hyaluronic Acid, Vitamin C, Chamomile, Aloe", "asin": "B01N37AK8V", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "celavi Essence Facial Face Mask Paper Sheet Korea Skin Care Moisturizing 12 Pack (Mix - 2 of Each)", "asin": "B01EGRLH40", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Kose Clear Turn 6-in1 Retinol Face Mask (50 sheet) Jumbo Pack - Japan Imported", "asin": "B019Z438L4", "price": "$18.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Naruko Magnolia brightening and firming 3D face lifting facial mask - reduce dark spots, fades wrinkles and boosts collagen Provides intensive hydration and adds radiance \u767d\u7389\u862d\u5411\u4e0a\u7dca\u7dfb\u7f8e\u767d\u62c9\u63d0\u9762\u819c", "asin": "B00JJ4YA4K", "price": "$21.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Real Collagen Fit, Hydrolyzed Collagen Wrapping Mask, Peel Off Facial Mask for elasticity, Hydrating, Glow, Glass Skin, Face Moisturizer, Self Care, Korean Skin Care, 50ml, 1.69 fl. oz.", "asin": "B0D6R5CF7T", "price": "$19.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Mediheal Official Best Korean Sheet Mask - Collagen Essential Face Mask 10 Sheets Lifting and Firming For All Skin Types Value Sets", "asin": "B09XWHB1HR", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "New Upgrade!\u3010Naruko\u3011 Raw Job's Tears Brightening Mask \u7d05\u858f\u4ec1\u5065\u5eb7\u96ea\u767d\u9762\u819c\uff08\u5347\u7d1a\u7248\uff09", "asin": "B00DECM4V4", "price": "$19.76", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon."}, {"title": "Abib Mild acidic pH sheet mask Heartleaf Fit 30ml (10pcs)", "asin": "B0816JDCNY", "price": "$22.35", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "56 Pack Sheet Face Masks Skincare for Women, Hydrating Face Masks Suitable for Sensitive Skin, Bulk Facial Mask Gifts Set for Skin Care, Home Skincare Spa for All Skin Types", "asin": "B0CYH3WN5Z", "price": "$21.24", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Mediheal Korean Ampoule Combo Mask Sheet Pack of 8 - E.G.T, I.P.I, N.M.F, H.P.A - Value Variety Pack - Hydrating Daily Skincare Sheet Face Sheet Mask - Korean Skincare", "asin": "B07WV3TW5Q", "price": "$23.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "FACETORY K Beauty Face Mask Skin Care - EVERYDAY 8 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (8 pc)", "asin": "B07VWL57LT", "price": "$13.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Mediheal Sheet Mask Essential HERO 6 pack (Tea Tree, Madecassoside, Vita)| Korean Skincare Facial Sheet Mask Combo Moisturizing, Soothing and for Blemishes", "asin": "B0BRDGL821", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "ISTON 6 Pack Bio-Collagen Real Deep Anti Wrinkle Lifting Mask,Overnight Hydrating Face Mask for All Skin Types -Pore Minimizing,Elasticity Enhancing,Firming,Moisturizing", "asin": "B0D7HFVBXF", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Azure Cosmetics 24K Gold Firming Face Mask- Anti Aging, Hydrating, Toning & Firming Facial Mask - Helps Reduce Wrinkles & Fine Lines - With Hyaluronic Acid & Collagen - Made in Korea - Pack of 5", "asin": "B075JRK87L", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "[K Beauty Snp] Bird's Nest Ampoule Sheet Mask | Hyaluronic Acid Sheet Mask | Maximum Hydration and Protection for All Dry Skin Types | Korean Skincare Facial Mask | 10 Sheets", "asin": "B0777H4NDH", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "SKIN1004 Zombie Pack 1 Box, 8ea, Hydrating", "asin": "B06XZV7ZGC", "price": "$20.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "ParaFaciem Reusable V Line Mask Facial Slimming Strap Double Chin Reducer Chin Up Mask Face Lifting Belt V Shaped Slimming Face Mask", "asin": "B08J16FXGM", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Vitamin C Face Mask with Kaolin Clay and Turmeric for Dark Spots, Dull Skin, Skincare Facial Mask for Controlling Oil and Refining Pores 5.29 Oz", "asin": "B08YRD11VS", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Voolga Desert Plants Face Sheet Mask,Facial Mask Rejuvenates Skin with Plant Extracts, Moisturizing Repair Patch,Skin Hydration & Moisturization \u6577\u5c14\u4f73\u6c99\u6f20\u690d\u7269\u4fdd\u6e7f\u4fee\u62a4\u9762\u819c 25g/5 Pieces/Box", "asin": "B0D9NCN4P1", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "BIODANCE Mask Duo: Bio-Collagen & Hydro Cera-nol Real Deep Mask", "asin": "B0D97Y5KLH", "price": "$34.00", "delivery": ""}, {"title": "Naruko Job's Tears Brightening Mask \u7d05\u858f\u4ec1\u5065\u5eb7\u96ea\u767d\u9762\u819c", "asin": "B08LJ6HDBS", "price": "$20.00", "delivery": "FREE delivery Mon, Apr 14 for Prime members Only 5 left in stock - order soon."}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T22:47:55.561Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T22:47:55.561Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T22:47:55.561Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 78, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kiehl's Ultra Facial Overnight Hydrating Face Mask with 10.5% Squalane, Deeply Hydrates Skin & Strengthens Moisture Barrier, Treats Dryness & Flaky Skin, Paraben-free, Fragrance-free, All Skin Types\\nNormal Skin Type3.52 Ounce (Pack of 1)\", \"asin\": \"B0C42LDCM9\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"Biodance Skin Refining Mild PHA Toner, Gentle Exfoliating Face Toner for Sensitive Skin with Ceramides & NMF | 5.07 fl.oz,150ml\\n5.07 Fl Oz (Pack of 1)\", \"asin\": \"B0CV4RHDTJ\", \"price\": \"$17.85\", \"quantity\": \"\"},\n{\"title\": \"BIODANCE Collagen Cream | Firming Facial Moisturizer with Collagen, Mineral water, Hyaluronic Acid for Face | 1.69 fl.oz, 50ml\\n1.69 Fl Oz (Pack of 1)\", \"asin\": \"B0CL6GFZPN\", \"price\": \"$38.50\", \"quantity\": \"\"},\n{\"title\": \"belif Vitamin E Jelly Overnight Mask \\u2013 Hydrating & Plumping Face Moisturizer with Red Algae & Jojoba Oil, Deep Repair for Glass Skin, Korean Sleeping Mask for Intense Hydration & Radiance, 2.53 fl oz\\nDry Skin Type2.5 Fl Oz (Pack of 1)\", \"asin\": \"B085JZSBJR\", \"price\": \"$32.30\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Midnight Recovery Omega Rich Botanical Night Cream, Overnight Renewing Face Moisturizer, Plumps & Replenishes Skin Barrier, with Omega Oils & Fatty Acids, Lavender Scent - 1.7 fl oz\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B0BJBT1WQJ\", \"price\": \"$62.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"MDP+ RED LACTO COLLAGEN WRAPPING MASK, Glowy, Skin Elasticity, Hydrating, 2.36oz/70ml,Peel-off Mask, Pore Lifting and Minimizing, Korean Glass Skin\", \"asin\": \"B0CWR4ZC1N\"}],\n\"search_results\": [{\"title\": \"JMSolution Honey Royal Propolis Ampoule Korean Skincare Facial Mask -Rich Moisturizing boositng Nutrition -10sheets per box For All Skin Type (Honey Royal)\", \"asin\": \"B073Q53BN1\", \"price\": \"$11.55\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"DERMAL 24 Combo Pack A Collagen Essence Korean Face Mask - Hydrating & Soothing Facial Mask with Panthenol - Hypoallergenic Self Care Sheet Mask for All Skin Types - Natural Home Spa Treatment Mask\", \"asin\": \"B0722LVW3B\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DERMAL 16 Combo Pack A Collagen Essence Korean Face Mask - Hydrating & Soothing Facial Mask with Panthenol - Hypoallergenic Self Care Sheet Mask for All Skin Types - Natural Home Spa Treatment Masks\", \"asin\": \"B00BAM7F8C\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Torriden DIVE IN Hyaluronic Acid Facial Mask (10 sheets) | Extra Moisturizing Care | Hyaluronic Acid, Panthenol, Allantoin | Korean Face Mask\", \"asin\": \"B08TBJY2DP\", \"price\": \"$33.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"MEDIHEAL Best Korean Sheet Mask - Vita Essential Face Mask 10 Sheets Vitamin Mask For All skin types Smoothing Tightening Toning up Brightening\", \"asin\": \"B09XWPL5VN\", \"price\": \"$19.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"+WIS+ Hyaluronic Acid Face Mask 24 EA with Hyaluronic Acid Serum and Vitamin B5, Hydrating Facial Mask for Dry Skin, Anti-Aging Mask to Plump and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QPRXH2G\", \"price\": \"$21.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DERMAL 24 Combo Pack A Collagen Essence Korean Face Mask - Hydrating & Soothing Facial Mask with Panthenol - Hypoallergenic Self Care Sheet Mask for All Skin Types - Natural Home Spa Treatment Mask\", \"asin\": \"B0722LVW3B\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"BIODANCE Hydro Cera-nol Real Deep Mask, Overnight Hydrogel Mask, Soothing, Moisturizing, Nourishing, 1.19oz(34g) x 4ea\", \"asin\": \"B0CWGSP1WY\", \"price\": \"$19.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Aloe Facial Skincare Sheet Hydrating Moisturizing Revitalizing Facial Skincare Sheet for Dry, Oily, Sensitive and Tired Skin 25ml/0.8oz, Pack of 10\", \"asin\": \"B07X98ZC94\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"JMSolution Honey Royal Propolis Ampoule Korean Skincare Facial Mask -Rich Moisturizing boositng Nutrition -10sheets per box For All Skin Type (Honey Royal)\", \"asin\": \"B073Q53BN1\", \"price\": \"$11.55\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"My Beauty Diary-Black Pearl Brightening Facial Mask, Intense Brightening and Ulta Hydrating, Rich Nutrition to Revitalize Dull Skin (8 Combo Pack)\", \"asin\": \"B01H4P9JPK\", \"price\": \"$16.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"THE FACE SHOP Vita-Toning Vegan Collagen Face Mask, Korean Glass Skin Essential, Hydrogel Mask for Moisturizing & Skin Elasticity, Improves Uneven Tone, 4EA\", \"asin\": \"B0DBRDD827\", \"price\": \"$19.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"HORACE Purifying Face Mask for Men - Facial Deep Cleanse with Kaolin Clay and Blue Everlasting Flower - Pore Refining Skincare for All Skin Types - Unscented, 2.45 fl.oz\", \"asin\": \"B0DCDBWYDY\", \"price\": \"$18.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"LAPCOS Aloe Sheet Mask, Daily Face Mask with Cucumber and Aloe Gel to Calm and Moisturize Skin, Korean Beauty Favorite, 5-Pack\", \"asin\": \"B07JMTMHGS\", \"price\": \"$16.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Thamnolia Fresh Hydration Mask (26mlx5PCS) - Balancing Skin's Oil & Hydrating Face Mask for All Skin Types, Paraben-Free, Alcohol Free\", \"asin\": \"B0D9K8ZMDN\", \"price\": \"$28.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Dr.Jart+ Dermask Vital Hydra Solution Glow Face Mask with Hyaluronic Acid | Sheet Mask | Korean Skin Care\", \"asin\": \"B0D2D19357\", \"price\": \"$10.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"+WIS+ Intensive Hydrating Face Masks 24 EA with Hyaluronic Acid Serum for Dry Skin, Collagen Facial Mask to Pore Minimizing, Elasticity Improvement and Repair Dehydrated Skin, Safe on Sensitive Skin\", \"asin\": \"B07QWPYH88\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Torriden DIVE IN Hyaluronic Acid Facial Mask (10 sheets) | Extra Moisturizing Care | Hyaluronic Acid, Panthenol, Allantoin | Korean Face Mask\", \"asin\": \"B08TBJY2DP\", \"price\": \"$33.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hadabisei Super Moisturizing 3D Facial Mask Brightening Sheets, 4 Count\", \"asin\": \"B00ST81QTY\", \"price\": \"$8.23\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Triple Hyaluron Hydrating Mask for Dry and Sensitive Skin, Anti Aging, Tightening and Moisturizing, Korean Vegan Beauty, Hyaluronic Acid, Caffeine, Vitamin C 10EA\", \"asin\": \"B0BV9756SK\", \"price\": \"$14.32\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"[K Beauty Snp] Overnight Bird's Nest Night Cream | Travel Size Individual Packaging | Hydrating and Protecting for All Dry Skin Types | Korean Face Skincare | Overnight Facial Skin Care | 20 Pack\", \"asin\": \"B07QVMWG7C\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Hyaluronic Acid & Collagen Sheet Mask - Hydrating, Anti-Aging, Skin Firming - Dermatologist Tested Korean Skincare - Clean Beauty, Natural Ingredients, Cruelty-Free, All Skin Types - 5 Masks\", \"asin\": \"B0B57P7676\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Rose Collagen Wrapping Peel-off Mask Pack | Korean Skincare Mask Pack (60ml/2.02 fl.oz.)\", \"asin\": \"B0D53Y7QB1\", \"price\": \"$15.33\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"grace & stella Under Eye Mask - Under Eye Patches for Dark Circles and Puffiness Undereye Bags, Wrinkles - Gel Eye Patch - Small Gifts - Vegan Cruelty-Free Self Care (48 Pairs, Gold)\", \"asin\": \"B014G1G10Q\", \"price\": \"$29.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Mediheal Official Best No.1 Korean Sheet Mask - NMF Ampoule Face Mask 10 Sheets For Intensely Hydrating Moisturizing with NMF For All Skin Types\", \"asin\": \"B09XWS4VZ7\", \"price\": \"$29.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DERMAL 39 Combo Pack A Collagen Essence Korean Face Mask - Hydrating & Soothing Facial Mask with Panthenol - Hypoallergenic Self Care Sheet Mask for All Skin Types - Natural Home Spa Treatment Masks\", \"asin\": \"B0797V8QZP\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea\", \"asin\": \"B0B2RM68G2\", \"price\": \"$19.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sodium Hyaluronate Medical Facial Repair Mask- Face Dressing for Anti-Acne, Moisturizing, Scar Treatment and Skin Healing \\u6577\\u5c14\\u4f73\\u533b\\u7528\\u900f\\u660e\\u8d28\\u9178\\u94a0\\u4fee\\u590d\\u8d34\\uff08\\u767d\\u819c\\uff09\", \"asin\": \"B0CJTPPM8C\", \"price\": \"$20.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"New York Biology Dead Sea Mud Mask for Face and Body - Spa Quality Pore Reducer for Acne, Blackheads & Oily Skin, Natural Skincare for Women, Men - Tightens Skin for A Healthier Complexion - 8.8 oz\", \"asin\": \"B01NCM25K7\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kiehl's Rare Earth Deep Pore Cleansing Mask, Oil-Minimizing Face Mask for Clogged Pores, Detoxifies & Refines Skin, Absorbs Excess Oil, with Amazonian White Clay & Aloe Vera\", \"asin\": \"B01KSIO76G\", \"price\": \"$26.00\"},\n{\"title\": \"VOOLGA Skin Cleansing Repair Patch Hydrating And Moisturizing Repair Face Mask \\u6577\\u5c14\\u4f73\\u51c0\\u80a4\\u4fee\\u62a4\\u8d34\\u9762\\u819c26g/5pic, 1.63 Pound (Pack of 1)\", \"asin\": \"B0D8B5QM4M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Ebanel 15 Pack Collagen Peptide Hydrating Face Masks, Instant Brightening Firming Anti Aging Face Sheet Masks, Moisturizing Spa Facial Mask Skincare with Hyaluronic Acid, Vitamin C, Chamomile, Aloe\", \"asin\": \"B07K6V8P2R\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CENTELLIAN 24 Madeca Derma Face Mask (Intensive, 10pc) - Soothing Cotton Sheet Mask for Sensitive, All Skin Types, 24-Hour Hydration. Premium Korean Skin Care. TECA, Centella Asiatica, Madecassoside\", \"asin\": \"B0842FGLJ6\", \"price\": \"$14.71\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Hydrating Soothing Sheet Masks Gift Set for Skincare, Korean Vegan Sheet Mask for Dry, Sensitive Skin, Calming, Smoothing, Brightening, Collagen, Ceramide, Cica, Hyaluronic Acid 30EA\", \"asin\": \"B0B43WPH44\", \"price\": \"$28.78\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"DERMAL 16 Combo Pack A Collagen Essence Korean Face Mask - Hydrating & Soothing Facial Mask with Panthenol - Hypoallergenic Self Care Sheet Mask for All Skin Types - Natural Home Spa Treatment Masks\", \"asin\": \"B00BAM7F8C\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mediheal Best Korean Sheet Mask - Madecassoside Essential Face Mask 10 Sheets For Sensitive Blemish Prone All Skin Types Hydrating Moisturizing Calming Soothing\", \"asin\": \"B09XX1WNP7\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"VOOLGA Repairing Mask For Staying Up Late To Moisturize, Nourish Hydrating Face Masks For All Skin Type Variety Beauty Mask Set \\u6577\\u5c14\\u4f73\\u4f9d\\u514b\\u591a\\u56e0\\u71ac\\u591c\\u9762\\u819c26g/5Pic\", \"asin\": \"B0D8DSFZVG\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Apr 28 - May 6 Only 9 left in stock - order soon.\"},\n{\"title\": \"SUNGBOON EDITOR Deep Collagen Overnight mask 37gx4ea | Original Hydrating Collagen Face Mask | Real Collagen 2,160,000PPB for Elasticity |TikTok Trend Items Korean Skin Care\", \"asin\": \"B0CJFFR574\", \"price\": \"$17.10\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"[K Beauty Snp] Variety Ampoule Sheet Mask Set | Bird's Nest, 24K Gold, and Diamond Face Mask | Hydrating, Moisturizing, Nourishing for Sensitive Facial Skin | Korean Face Masks Skincare | 12 Sheets\", \"asin\": \"B076FHMZQS\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"LAPCOS Collagen Sheet Mask, Firming Daily Face Mask with Collagen Peptides for Anti-Aging, Helps to Minimize Wrinkles, Restores Skin Elasticity & Firmness, Hydrating, Korean Beauty, 5-Pack\", \"asin\": \"B07DN4H67T\", \"price\": \"$16.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Ebanel 10 Pack Collagen Peptide Hydrating Face Masks, Instant Brightening Firming Anti Aging Face Sheet Masks, Moisturizing Spa Facial Mask Skincare with Hyaluronic Acid, Vitamin C, Chamomile, Aloe\", \"asin\": \"B01N37AK8V\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"celavi Essence Facial Face Mask Paper Sheet Korea Skin Care Moisturizing 12 Pack (Mix - 2 of Each)\", \"asin\": \"B01EGRLH40\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Kose Clear Turn 6-in1 Retinol Face Mask (50 sheet) Jumbo Pack - Japan Imported\", \"asin\": \"B019Z438L4\", \"price\": \"$18.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Naruko Magnolia brightening and firming 3D face lifting facial mask - reduce dark spots, fades wrinkles and boosts collagen Provides intensive hydration and adds radiance \\u767d\\u7389\\u862d\\u5411\\u4e0a\\u7dca\\u7dfb\\u7f8e\\u767d\\u62c9\\u63d0\\u9762\\u819c\", \"asin\": \"B00JJ4YA4K\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Real Collagen Fit, Hydrolyzed Collagen Wrapping Mask, Peel Off Facial Mask for elasticity, Hydrating, Glow, Glass Skin, Face Moisturizer, Self Care, Korean Skin Care, 50ml, 1.69 fl. oz.\", \"asin\": \"B0D6R5CF7T\", \"price\": \"$19.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mediheal Official Best Korean Sheet Mask - Collagen Essential Face Mask 10 Sheets Lifting and Firming For All Skin Types Value Sets\", \"asin\": \"B09XWHB1HR\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"New Upgrade!\\u3010Naruko\\u3011 Raw Job's Tears Brightening Mask \\u7d05\\u858f\\u4ec1\\u5065\\u5eb7\\u96ea\\u767d\\u9762\\u819c\\uff08\\u5347\\u7d1a\\u7248\\uff09\", \"asin\": \"B00DECM4V4\", \"price\": \"$19.76\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 13 left in stock - order soon.\"},\n{\"title\": \"Abib Mild acidic pH sheet mask Heartleaf Fit 30ml (10pcs)\", \"asin\": \"B0816JDCNY\", \"price\": \"$22.35\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"56 Pack Sheet Face Masks Skincare for Women, Hydrating Face Masks Suitable for Sensitive Skin, Bulk Facial Mask Gifts Set for Skin Care, Home Skincare Spa for All Skin Types\", \"asin\": \"B0CYH3WN5Z\", \"price\": \"$21.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mediheal Korean Ampoule Combo Mask Sheet Pack of 8 - E.G.T, I.P.I, N.M.F, H.P.A - Value Variety Pack - Hydrating Daily Skincare Sheet Face Sheet Mask - Korean Skincare\", \"asin\": \"B07WV3TW5Q\", \"price\": \"$23.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"FACETORY K Beauty Face Mask Skin Care - EVERYDAY 8 COLLECTION Sheet Mask Set | Natural Premium Korean Face Mask For All Skin Types - No Sulfates No Parabens (8 pc)\", \"asin\": \"B07VWL57LT\", \"price\": \"$13.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Mediheal Sheet Mask Essential HERO 6 pack (Tea Tree, Madecassoside, Vita)| Korean Skincare Facial Sheet Mask Combo Moisturizing, Soothing and for Blemishes\", \"asin\": \"B0BRDGL821\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ISTON 6 Pack Bio-Collagen Real Deep Anti Wrinkle Lifting Mask,Overnight Hydrating Face Mask for All Skin Types -Pore Minimizing,Elasticity Enhancing,Firming,Moisturizing\", \"asin\": \"B0D7HFVBXF\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Azure Cosmetics 24K Gold Firming Face Mask- Anti Aging, Hydrating, Toning & Firming Facial Mask - Helps Reduce Wrinkles & Fine Lines - With Hyaluronic Acid & Collagen - Made in Korea - Pack of 5\", \"asin\": \"B075JRK87L\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"[K Beauty Snp] Bird's Nest Ampoule Sheet Mask | Hyaluronic Acid Sheet Mask | Maximum Hydration and Protection for All Dry Skin Types | Korean Skincare Facial Mask | 10 Sheets\", \"asin\": \"B0777H4NDH\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"SKIN1004 Zombie Pack 1 Box, 8ea, Hydrating\", \"asin\": \"B06XZV7ZGC\", \"price\": \"$20.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ParaFaciem Reusable V Line Mask Facial Slimming Strap Double Chin Reducer Chin Up Mask Face Lifting Belt V Shaped Slimming Face Mask\", \"asin\": \"B08J16FXGM\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Vitamin C Face Mask with Kaolin Clay and Turmeric for Dark Spots, Dull Skin, Skincare Facial Mask for Controlling Oil and Refining Pores 5.29 Oz\", \"asin\": \"B08YRD11VS\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Voolga Desert Plants Face Sheet Mask,Facial Mask Rejuvenates Skin with Plant Extracts, Moisturizing Repair Patch,Skin Hydration & Moisturization \\u6577\\u5c14\\u4f73\\u6c99\\u6f20\\u690d\\u7269\\u4fdd\\u6e7f\\u4fee\\u62a4\\u9762\\u819c 25g/5 Pieces/Box\", \"asin\": \"B0D9NCN4P1\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"BIODANCE Mask Duo: Bio-Collagen & Hydro Cera-nol Real Deep Mask\", \"asin\": \"B0D97Y5KLH\", \"price\": \"$34.00\", \"delivery\": \"\"},\n{\"title\": \"Naruko Job's Tears Brightening Mask \\u7d05\\u858f\\u4ec1\\u5065\\u5eb7\\u96ea\\u767d\\u9762\\u819c\", \"asin\": \"B08LJ6HDBS\", \"price\": \"$20.00\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Only 5 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T22:47:55.561Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"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\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"Men's Classic Fit Non-Iron Cotton Houndstooth Dress Shirt\", \"asin\": \"B0DKYLXPFD\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Classic Fit\", \"asin\": \"B0BYLCQ7Q3\", \"price\": \"$138.00\", \"delivery\": \"FREE delivery Apr 11 - 15\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKY9LH2S\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Tailored Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKY9VG6F\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Geometric Dress Shirt\", \"asin\": \"B0DPXT3C95\", \"price\": \"$85.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWC1Y5C\", \"price\": \"$54.69\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0D5N87RJ7\", \"price\": \"$79.50\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BWSGX4YK\", \"price\": \"$82.49\", \"delivery\": \"FREE delivery Tue, Apr 15 Or fastest delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Fit Stretch Solid Long Sleeve Button Down Shirt\", \"asin\": \"B072LLCV3T\", \"price\": \"$68.42\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Long Sleeve Slim Untucked Flex Shirt\", \"asin\": \"B0CV9KP2XF\", \"price\": \"$58.00\", \"delivery\": \"$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14\"},\n{\"title\": \"Men's Classic Long Sleeve Oxford Shirt\", \"asin\": \"B0BTDTPTT4\", \"price\": \"$106.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Tailored Fit Non-Iron Cotton Stripe Dress Shirt\", \"asin\": \"B0DPXT5L7Y\", \"price\": \"$85.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Gingham Dress Shirt\", \"asin\": \"B0DKY94Q7V\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking\", \"asin\": \"B0DGQ2PL4F\", \"price\": \"$79.00\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Men's Gingham Stretch Poplin Shirt\", \"asin\": \"B0BVGPFWGC\", \"price\": \"$98.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Oxford Long Sleeve Sport Shirt\", \"asin\": \"B0CWB3P9QT\", \"price\": \"$108.00\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Men's Friday Sport Shirt\", \"asin\": \"B0BQSLWX5S\", \"price\": \"$89.50\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Oxford Long Sleeve Sport Shirt\", \"asin\": \"B0DQHDCN29\", \"price\": \"$104.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Button Down Shirt\", \"asin\": \"B0DV6NY38Z\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Slim Fit Non-Iron Cotton Check Dress Shirt\", \"asin\": \"B0DKYQPDR9\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Comfort Stretch Non-Iron Stripe Dress Shirt\", \"asin\": \"B0DPXSZKCL\", \"price\": \"$125.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Cotton Stripe Casual Shirt\", \"asin\": \"B0DS6MC811\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKYFK4YM\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Slim-fit Long-Sleeve Plaid Shirt\", \"asin\": \"B0CSGWKLD3\", \"price\": \"$58.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZTFTBY\", \"price\": \"$95.45\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Green Carolina Panthers Anchor Gingham Long Sleeve Button-Up Shirt\", \"asin\": \"B07J5FNQGZ\", \"price\": \"$73.08\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Cotton and Wool Blend Checked Flannel Shirt\", \"asin\": \"B0BZZTQ5GW\", \"price\": \"$100.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Check Dress Shirt\", \"asin\": \"B0DKYBJTJT\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Anchor Gingham Tailored Fit Button Up Shirt\", \"asin\": \"B07J5Y9HLF\", \"price\": \"$79.52\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Oxford Button Down Shirt (M, CheckeredGreen) Medium\", \"asin\": \"B0BHTKYPCP\", \"price\": \"$124.00\", \"delivery\": \"FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T23:37:23.056Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T23:37:23.056Z
input
吊坠
rule
train
79
2025-04-07T23:37:23.056Z
input
吊坠
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "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": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "search_results": [{"title": "Men's Classic Fit Non-Iron Cotton Houndstooth Dress Shirt", "asin": "B0DKYLXPFD", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Classic Fit", "asin": "B0BYLCQ7Q3", "price": "$138.00", "delivery": "FREE delivery Apr 11 - 15"}, {"title": "Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt", "asin": "B0DKY9LH2S", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Tailored Fit Non-Iron Cotton Windowpane Dress Shirt", "asin": "B0DKY9VG6F", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Classic Fit Non-Iron Cotton Geometric Dress Shirt", "asin": "B0DPXT3C95", "price": "$85.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DGWC1Y5C", "price": "$54.69", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0D5N87RJ7", "price": "$79.50", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Non-Iron Long Sleeve Button Down Sport Shirt", "asin": "B0BWSGX4YK", "price": "$82.49", "delivery": "FREE delivery Tue, Apr 15 Or fastest delivery Wed, Apr 9"}, {"title": "Men's Classic Fit Stretch Solid Long Sleeve Button Down Shirt", "asin": "B072LLCV3T", "price": "$68.42", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Long Sleeve Slim Untucked Flex Shirt", "asin": "B0CV9KP2XF", "price": "$58.00", "delivery": "$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14"}, {"title": "Men's Classic Long Sleeve Oxford Shirt", "asin": "B0BTDTPTT4", "price": "$106.00", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Tailored Fit Non-Iron Cotton Stripe Dress Shirt", "asin": "B0DPXT5L7Y", "price": "$85.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Classic Fit Non-Iron Cotton Gingham Dress Shirt", "asin": "B0DKY94Q7V", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking", "asin": "B0DGQ2PL4F", "price": "$79.00", "delivery": "FREE delivery Sat, Apr 12 for Prime members"}, {"title": "Men's Gingham Stretch Poplin Shirt", "asin": "B0BVGPFWGC", "price": "$98.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Oxford Long Sleeve Sport Shirt", "asin": "B0CWB3P9QT", "price": "$108.00", "delivery": "FREE delivery Fri, Apr 11 for Prime members"}, {"title": "Men's Friday Sport Shirt", "asin": "B0BQSLWX5S", "price": "$89.50", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Classic Oxford Long Sleeve Sport Shirt", "asin": "B0DQHDCN29", "price": "$104.99", "delivery": "FREE delivery Tue, Apr 15"}, {"title": "Men's Classic Fit Long Sleeve Button Down Shirt", "asin": "B0DV6NY38Z", "price": "$59.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Slim Fit Non-Iron Cotton Check Dress Shirt", "asin": "B0DKYQPDR9", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Classic Fit Comfort Stretch Non-Iron Stripe Dress Shirt", "asin": "B0DPXSZKCL", "price": "$125.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Classic Fit Cotton Stripe Casual Shirt", "asin": "B0DS6MC811", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt", "asin": "B0DKYFK4YM", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Slim-fit Long-Sleeve Plaid Shirt", "asin": "B0CSGWKLD3", "price": "$58.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Long Sleeve Regular Fit Gingham Button Down Shirt", "asin": "B0BZZTFTBY", "price": "$95.45", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Green Carolina Panthers Anchor Gingham Long Sleeve Button-Up Shirt", "asin": "B07J5FNQGZ", "price": "$73.08", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Cotton and Wool Blend Checked Flannel Shirt", "asin": "B0BZZTQ5GW", "price": "$100.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Classic Fit Non-Iron Cotton Check Dress Shirt", "asin": "B0DKYBJTJT", "price": "$95.00", "delivery": "$15 delivery Thu, Apr 10"}, {"title": "Men's Long Sleeve Anchor Gingham Tailored Fit Button Up Shirt", "asin": "B07J5Y9HLF", "price": "$79.52", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Long Sleeve Oxford Button Down Shirt (M, CheckeredGreen) Medium", "asin": "B0BHTKYPCP", "price": "$124.00", "delivery": "FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T23:37:23.056Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T23:37:23.056Z\",\"action\": \"input\",\"acion_argument\": \"吊坠\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T23:37:23.056Z\",\"action\": \"input\",\"acion_argument\": \"吊坠\",}</answer>", "index": 79, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"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\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"Men's Classic Fit Non-Iron Cotton Houndstooth Dress Shirt\", \"asin\": \"B0DKYLXPFD\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Classic Fit\", \"asin\": \"B0BYLCQ7Q3\", \"price\": \"$138.00\", \"delivery\": \"FREE delivery Apr 11 - 15\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKY9LH2S\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Tailored Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKY9VG6F\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Geometric Dress Shirt\", \"asin\": \"B0DPXT3C95\", \"price\": \"$85.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWC1Y5C\", \"price\": \"$54.69\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0D5N87RJ7\", \"price\": \"$79.50\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BWSGX4YK\", \"price\": \"$82.49\", \"delivery\": \"FREE delivery Tue, Apr 15 Or fastest delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Fit Stretch Solid Long Sleeve Button Down Shirt\", \"asin\": \"B072LLCV3T\", \"price\": \"$68.42\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Long Sleeve Slim Untucked Flex Shirt\", \"asin\": \"B0CV9KP2XF\", \"price\": \"$58.00\", \"delivery\": \"$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14\"},\n{\"title\": \"Men's Classic Long Sleeve Oxford Shirt\", \"asin\": \"B0BTDTPTT4\", \"price\": \"$106.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Tailored Fit Non-Iron Cotton Stripe Dress Shirt\", \"asin\": \"B0DPXT5L7Y\", \"price\": \"$85.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Gingham Dress Shirt\", \"asin\": \"B0DKY94Q7V\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking\", \"asin\": \"B0DGQ2PL4F\", \"price\": \"$79.00\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Men's Gingham Stretch Poplin Shirt\", \"asin\": \"B0BVGPFWGC\", \"price\": \"$98.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Oxford Long Sleeve Sport Shirt\", \"asin\": \"B0CWB3P9QT\", \"price\": \"$108.00\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Men's Friday Sport Shirt\", \"asin\": \"B0BQSLWX5S\", \"price\": \"$89.50\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Oxford Long Sleeve Sport Shirt\", \"asin\": \"B0DQHDCN29\", \"price\": \"$104.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Button Down Shirt\", \"asin\": \"B0DV6NY38Z\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Slim Fit Non-Iron Cotton Check Dress Shirt\", \"asin\": \"B0DKYQPDR9\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Comfort Stretch Non-Iron Stripe Dress Shirt\", \"asin\": \"B0DPXSZKCL\", \"price\": \"$125.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Cotton Stripe Casual Shirt\", \"asin\": \"B0DS6MC811\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKYFK4YM\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Slim-fit Long-Sleeve Plaid Shirt\", \"asin\": \"B0CSGWKLD3\", \"price\": \"$58.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZTFTBY\", \"price\": \"$95.45\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Green Carolina Panthers Anchor Gingham Long Sleeve Button-Up Shirt\", \"asin\": \"B07J5FNQGZ\", \"price\": \"$73.08\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Cotton and Wool Blend Checked Flannel Shirt\", \"asin\": \"B0BZZTQ5GW\", \"price\": \"$100.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Check Dress Shirt\", \"asin\": \"B0DKYBJTJT\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Anchor Gingham Tailored Fit Button Up Shirt\", \"asin\": \"B07J5Y9HLF\", \"price\": \"$79.52\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Oxford Button Down Shirt (M, CheckeredGreen) Medium\", \"asin\": \"B0BHTKYPCP\", \"price\": \"$124.00\", \"delivery\": \"FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T23:37:23.056Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"Men's Classic Fit Non-Iron Cotton Houndstooth Dress Shirt\", \"asin\": \"B0DKYLXPFD\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Classic Fit\", \"asin\": \"B0BYLCQ7Q3\", \"price\": \"$138.00\", \"delivery\": \"FREE delivery Apr 11 - 15\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKY9LH2S\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Tailored Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKY9VG6F\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Geometric Dress Shirt\", \"asin\": \"B0DPXT3C95\", \"price\": \"$85.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWC1Y5C\", \"price\": \"$54.69\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0D5N87RJ7\", \"price\": \"$79.50\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BWSGX4YK\", \"price\": \"$82.49\", \"delivery\": \"FREE delivery Tue, Apr 15 Or fastest delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Fit Stretch Solid Long Sleeve Button Down Shirt\", \"asin\": \"B072LLCV3T\", \"price\": \"$68.42\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Long Sleeve Slim Untucked Flex Shirt\", \"asin\": \"B0CV9KP2XF\", \"price\": \"$58.00\", \"delivery\": \"$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14\"},\n{\"title\": \"Men's Classic Long Sleeve Oxford Shirt\", \"asin\": \"B0BTDTPTT4\", \"price\": \"$106.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Tailored Fit Non-Iron Cotton Stripe Dress Shirt\", \"asin\": \"B0DPXT5L7Y\", \"price\": \"$85.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Gingham Dress Shirt\", \"asin\": \"B0DKY94Q7V\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking\", \"asin\": \"B0DGQ2PL4F\", \"price\": \"$79.00\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Men's Gingham Stretch Poplin Shirt\", \"asin\": \"B0BVGPFWGC\", \"price\": \"$98.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Oxford Long Sleeve Sport Shirt\", \"asin\": \"B0CWB3P9QT\", \"price\": \"$108.00\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Men's Friday Sport Shirt\", \"asin\": \"B0BQSLWX5S\", \"price\": \"$89.50\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Oxford Long Sleeve Sport Shirt\", \"asin\": \"B0DQHDCN29\", \"price\": \"$104.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Button Down Shirt\", \"asin\": \"B0DV6NY38Z\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Slim Fit Non-Iron Cotton Check Dress Shirt\", \"asin\": \"B0DKYQPDR9\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Comfort Stretch Non-Iron Stripe Dress Shirt\", \"asin\": \"B0DPXSZKCL\", \"price\": \"$125.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Cotton Stripe Casual Shirt\", \"asin\": \"B0DS6MC811\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKYFK4YM\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Slim-fit Long-Sleeve Plaid Shirt\", \"asin\": \"B0CSGWKLD3\", \"price\": \"$58.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZTFTBY\", \"price\": \"$95.45\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Green Carolina Panthers Anchor Gingham Long Sleeve Button-Up Shirt\", \"asin\": \"B07J5FNQGZ\", \"price\": \"$73.08\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Cotton and Wool Blend Checked Flannel Shirt\", \"asin\": \"B0BZZTQ5GW\", \"price\": \"$100.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Check Dress Shirt\", \"asin\": \"B0DKYBJTJT\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Anchor Gingham Tailored Fit Button Up Shirt\", \"asin\": \"B07J5Y9HLF\", \"price\": \"$79.52\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Oxford Button Down Shirt (M, CheckeredGreen) Medium\", \"asin\": \"B0BHTKYPCP\", \"price\": \"$124.00\", \"delivery\": \"FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T23:37:33.683Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T23:37:33.683Z
input
吊坠 男
rule
train
80
2025-04-07T23:37:33.683Z
input
吊坠 男
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "search_results": [{"title": "Men's Classic Fit Non-Iron Cotton Houndstooth Dress Shirt", "asin": "B0DKYLXPFD", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Classic Fit", "asin": "B0BYLCQ7Q3", "price": "$138.00", "delivery": "FREE delivery Apr 11 - 15"}, {"title": "Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt", "asin": "B0DKY9LH2S", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Tailored Fit Non-Iron Cotton Windowpane Dress Shirt", "asin": "B0DKY9VG6F", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Classic Fit Non-Iron Cotton Geometric Dress Shirt", "asin": "B0DPXT3C95", "price": "$85.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DGWC1Y5C", "price": "$54.69", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0D5N87RJ7", "price": "$79.50", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Non-Iron Long Sleeve Button Down Sport Shirt", "asin": "B0BWSGX4YK", "price": "$82.49", "delivery": "FREE delivery Tue, Apr 15 Or fastest delivery Wed, Apr 9"}, {"title": "Men's Classic Fit Stretch Solid Long Sleeve Button Down Shirt", "asin": "B072LLCV3T", "price": "$68.42", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Long Sleeve Slim Untucked Flex Shirt", "asin": "B0CV9KP2XF", "price": "$58.00", "delivery": "$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14"}, {"title": "Men's Classic Long Sleeve Oxford Shirt", "asin": "B0BTDTPTT4", "price": "$106.00", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Tailored Fit Non-Iron Cotton Stripe Dress Shirt", "asin": "B0DPXT5L7Y", "price": "$85.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Classic Fit Non-Iron Cotton Gingham Dress Shirt", "asin": "B0DKY94Q7V", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking", "asin": "B0DGQ2PL4F", "price": "$79.00", "delivery": "FREE delivery Sat, Apr 12 for Prime members"}, {"title": "Men's Gingham Stretch Poplin Shirt", "asin": "B0BVGPFWGC", "price": "$98.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Oxford Long Sleeve Sport Shirt", "asin": "B0CWB3P9QT", "price": "$108.00", "delivery": "FREE delivery Fri, Apr 11 for Prime members"}, {"title": "Men's Friday Sport Shirt", "asin": "B0BQSLWX5S", "price": "$89.50", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Classic Oxford Long Sleeve Sport Shirt", "asin": "B0DQHDCN29", "price": "$104.99", "delivery": "FREE delivery Tue, Apr 15"}, {"title": "Men's Classic Fit Long Sleeve Button Down Shirt", "asin": "B0DV6NY38Z", "price": "$59.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Slim Fit Non-Iron Cotton Check Dress Shirt", "asin": "B0DKYQPDR9", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Classic Fit Comfort Stretch Non-Iron Stripe Dress Shirt", "asin": "B0DPXSZKCL", "price": "$125.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Classic Fit Cotton Stripe Casual Shirt", "asin": "B0DS6MC811", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt", "asin": "B0DKYFK4YM", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Slim-fit Long-Sleeve Plaid Shirt", "asin": "B0CSGWKLD3", "price": "$58.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Long Sleeve Regular Fit Gingham Button Down Shirt", "asin": "B0BZZTFTBY", "price": "$95.45", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Green Carolina Panthers Anchor Gingham Long Sleeve Button-Up Shirt", "asin": "B07J5FNQGZ", "price": "$73.08", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Cotton and Wool Blend Checked Flannel Shirt", "asin": "B0BZZTQ5GW", "price": "$100.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Classic Fit Non-Iron Cotton Check Dress Shirt", "asin": "B0DKYBJTJT", "price": "$95.00", "delivery": "$15 delivery Thu, Apr 10"}, {"title": "Men's Long Sleeve Anchor Gingham Tailored Fit Button Up Shirt", "asin": "B07J5Y9HLF", "price": "$79.52", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Long Sleeve Oxford Button Down Shirt (M, CheckeredGreen) Medium", "asin": "B0BHTKYPCP", "price": "$124.00", "delivery": "FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T23:37:33.683Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T23:37:33.683Z\",\"action\": \"input\",\"acion_argument\": \"吊坠 男\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T23:37:33.683Z\",\"action\": \"input\",\"acion_argument\": \"吊坠 男\",}</answer>", "index": 80, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"Men's Classic Fit Non-Iron Cotton Houndstooth Dress Shirt\", \"asin\": \"B0DKYLXPFD\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Classic Fit\", \"asin\": \"B0BYLCQ7Q3\", \"price\": \"$138.00\", \"delivery\": \"FREE delivery Apr 11 - 15\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKY9LH2S\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Tailored Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKY9VG6F\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Geometric Dress Shirt\", \"asin\": \"B0DPXT3C95\", \"price\": \"$85.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWC1Y5C\", \"price\": \"$54.69\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0D5N87RJ7\", \"price\": \"$79.50\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BWSGX4YK\", \"price\": \"$82.49\", \"delivery\": \"FREE delivery Tue, Apr 15 Or fastest delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Fit Stretch Solid Long Sleeve Button Down Shirt\", \"asin\": \"B072LLCV3T\", \"price\": \"$68.42\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Long Sleeve Slim Untucked Flex Shirt\", \"asin\": \"B0CV9KP2XF\", \"price\": \"$58.00\", \"delivery\": \"$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14\"},\n{\"title\": \"Men's Classic Long Sleeve Oxford Shirt\", \"asin\": \"B0BTDTPTT4\", \"price\": \"$106.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Tailored Fit Non-Iron Cotton Stripe Dress Shirt\", \"asin\": \"B0DPXT5L7Y\", \"price\": \"$85.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Gingham Dress Shirt\", \"asin\": \"B0DKY94Q7V\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking\", \"asin\": \"B0DGQ2PL4F\", \"price\": \"$79.00\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Men's Gingham Stretch Poplin Shirt\", \"asin\": \"B0BVGPFWGC\", \"price\": \"$98.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Oxford Long Sleeve Sport Shirt\", \"asin\": \"B0CWB3P9QT\", \"price\": \"$108.00\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Men's Friday Sport Shirt\", \"asin\": \"B0BQSLWX5S\", \"price\": \"$89.50\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Oxford Long Sleeve Sport Shirt\", \"asin\": \"B0DQHDCN29\", \"price\": \"$104.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Button Down Shirt\", \"asin\": \"B0DV6NY38Z\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Slim Fit Non-Iron Cotton Check Dress Shirt\", \"asin\": \"B0DKYQPDR9\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Comfort Stretch Non-Iron Stripe Dress Shirt\", \"asin\": \"B0DPXSZKCL\", \"price\": \"$125.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Cotton Stripe Casual Shirt\", \"asin\": \"B0DS6MC811\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKYFK4YM\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Slim-fit Long-Sleeve Plaid Shirt\", \"asin\": \"B0CSGWKLD3\", \"price\": \"$58.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZTFTBY\", \"price\": \"$95.45\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Green Carolina Panthers Anchor Gingham Long Sleeve Button-Up Shirt\", \"asin\": \"B07J5FNQGZ\", \"price\": \"$73.08\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Cotton and Wool Blend Checked Flannel Shirt\", \"asin\": \"B0BZZTQ5GW\", \"price\": \"$100.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Check Dress Shirt\", \"asin\": \"B0DKYBJTJT\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Anchor Gingham Tailored Fit Button Up Shirt\", \"asin\": \"B07J5Y9HLF\", \"price\": \"$79.52\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Oxford Button Down Shirt (M, CheckeredGreen) Medium\", \"asin\": \"B0BHTKYPCP\", \"price\": \"$124.00\", \"delivery\": \"FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T23:37:33.683Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u540a\\u5760 \\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"Men's Classic Fit Non-Iron Cotton Houndstooth Dress Shirt\", \"asin\": \"B0DKYLXPFD\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Classic Fit\", \"asin\": \"B0BYLCQ7Q3\", \"price\": \"$138.00\", \"delivery\": \"FREE delivery Apr 11 - 15\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKY9LH2S\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Tailored Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKY9VG6F\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Geometric Dress Shirt\", \"asin\": \"B0DPXT3C95\", \"price\": \"$85.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWC1Y5C\", \"price\": \"$54.69\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0D5N87RJ7\", \"price\": \"$79.50\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BWSGX4YK\", \"price\": \"$82.49\", \"delivery\": \"FREE delivery Tue, Apr 15 Or fastest delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Fit Stretch Solid Long Sleeve Button Down Shirt\", \"asin\": \"B072LLCV3T\", \"price\": \"$68.42\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Long Sleeve Slim Untucked Flex Shirt\", \"asin\": \"B0CV9KP2XF\", \"price\": \"$58.00\", \"delivery\": \"$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14\"},\n{\"title\": \"Men's Classic Long Sleeve Oxford Shirt\", \"asin\": \"B0BTDTPTT4\", \"price\": \"$106.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Tailored Fit Non-Iron Cotton Stripe Dress Shirt\", \"asin\": \"B0DPXT5L7Y\", \"price\": \"$85.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Gingham Dress Shirt\", \"asin\": \"B0DKY94Q7V\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking\", \"asin\": \"B0DGQ2PL4F\", \"price\": \"$79.00\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Men's Gingham Stretch Poplin Shirt\", \"asin\": \"B0BVGPFWGC\", \"price\": \"$98.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Oxford Long Sleeve Sport Shirt\", \"asin\": \"B0CWB3P9QT\", \"price\": \"$108.00\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Men's Friday Sport Shirt\", \"asin\": \"B0BQSLWX5S\", \"price\": \"$89.50\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Oxford Long Sleeve Sport Shirt\", \"asin\": \"B0DQHDCN29\", \"price\": \"$104.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Button Down Shirt\", \"asin\": \"B0DV6NY38Z\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Slim Fit Non-Iron Cotton Check Dress Shirt\", \"asin\": \"B0DKYQPDR9\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Comfort Stretch Non-Iron Stripe Dress Shirt\", \"asin\": \"B0DPXSZKCL\", \"price\": \"$125.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Cotton Stripe Casual Shirt\", \"asin\": \"B0DS6MC811\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKYFK4YM\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Slim-fit Long-Sleeve Plaid Shirt\", \"asin\": \"B0CSGWKLD3\", \"price\": \"$58.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZTFTBY\", \"price\": \"$95.45\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Green Carolina Panthers Anchor Gingham Long Sleeve Button-Up Shirt\", \"asin\": \"B07J5FNQGZ\", \"price\": \"$73.08\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Cotton and Wool Blend Checked Flannel Shirt\", \"asin\": \"B0BZZTQ5GW\", \"price\": \"$100.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Check Dress Shirt\", \"asin\": \"B0DKYBJTJT\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Anchor Gingham Tailored Fit Button Up Shirt\", \"asin\": \"B07J5Y9HLF\", \"price\": \"$79.52\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Oxford Button Down Shirt (M, CheckeredGreen) Medium\", \"asin\": \"B0BHTKYPCP\", \"price\": \"$124.00\", \"delivery\": \"FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T23:37:33.946Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T23:37:33.946Z
click
search
rule
train
81
2025-04-07T23:37:33.946Z
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u540a\u5760 \u7537"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "search_results": [{"title": "Men's Classic Fit Non-Iron Cotton Houndstooth Dress Shirt", "asin": "B0DKYLXPFD", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Classic Fit", "asin": "B0BYLCQ7Q3", "price": "$138.00", "delivery": "FREE delivery Apr 11 - 15"}, {"title": "Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt", "asin": "B0DKY9LH2S", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Tailored Fit Non-Iron Cotton Windowpane Dress Shirt", "asin": "B0DKY9VG6F", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Classic Fit Non-Iron Cotton Geometric Dress Shirt", "asin": "B0DPXT3C95", "price": "$85.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DGWC1Y5C", "price": "$54.69", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0D5N87RJ7", "price": "$79.50", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Non-Iron Long Sleeve Button Down Sport Shirt", "asin": "B0BWSGX4YK", "price": "$82.49", "delivery": "FREE delivery Tue, Apr 15 Or fastest delivery Wed, Apr 9"}, {"title": "Men's Classic Fit Stretch Solid Long Sleeve Button Down Shirt", "asin": "B072LLCV3T", "price": "$68.42", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Long Sleeve Slim Untucked Flex Shirt", "asin": "B0CV9KP2XF", "price": "$58.00", "delivery": "$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14"}, {"title": "Men's Classic Long Sleeve Oxford Shirt", "asin": "B0BTDTPTT4", "price": "$106.00", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Tailored Fit Non-Iron Cotton Stripe Dress Shirt", "asin": "B0DPXT5L7Y", "price": "$85.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Classic Fit Non-Iron Cotton Gingham Dress Shirt", "asin": "B0DKY94Q7V", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking", "asin": "B0DGQ2PL4F", "price": "$79.00", "delivery": "FREE delivery Sat, Apr 12 for Prime members"}, {"title": "Men's Gingham Stretch Poplin Shirt", "asin": "B0BVGPFWGC", "price": "$98.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Oxford Long Sleeve Sport Shirt", "asin": "B0CWB3P9QT", "price": "$108.00", "delivery": "FREE delivery Fri, Apr 11 for Prime members"}, {"title": "Men's Friday Sport Shirt", "asin": "B0BQSLWX5S", "price": "$89.50", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Classic Oxford Long Sleeve Sport Shirt", "asin": "B0DQHDCN29", "price": "$104.99", "delivery": "FREE delivery Tue, Apr 15"}, {"title": "Men's Classic Fit Long Sleeve Button Down Shirt", "asin": "B0DV6NY38Z", "price": "$59.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Slim Fit Non-Iron Cotton Check Dress Shirt", "asin": "B0DKYQPDR9", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Classic Fit Comfort Stretch Non-Iron Stripe Dress Shirt", "asin": "B0DPXSZKCL", "price": "$125.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Classic Fit Cotton Stripe Casual Shirt", "asin": "B0DS6MC811", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt", "asin": "B0DKYFK4YM", "price": "$95.00", "delivery": "$15 delivery Apr 11 - 12"}, {"title": "Men's Slim-fit Long-Sleeve Plaid Shirt", "asin": "B0CSGWKLD3", "price": "$58.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Long Sleeve Regular Fit Gingham Button Down Shirt", "asin": "B0BZZTFTBY", "price": "$95.45", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Green Carolina Panthers Anchor Gingham Long Sleeve Button-Up Shirt", "asin": "B07J5FNQGZ", "price": "$73.08", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Cotton and Wool Blend Checked Flannel Shirt", "asin": "B0BZZTQ5GW", "price": "$100.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Classic Fit Non-Iron Cotton Check Dress Shirt", "asin": "B0DKYBJTJT", "price": "$95.00", "delivery": "$15 delivery Thu, Apr 10"}, {"title": "Men's Long Sleeve Anchor Gingham Tailored Fit Button Up Shirt", "asin": "B07J5Y9HLF", "price": "$79.52", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Long Sleeve Oxford Button Down Shirt (M, CheckeredGreen) Medium", "asin": "B0BHTKYPCP", "price": "$124.00", "delivery": "FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T23:37:33.946Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T23:37:33.946Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T23:37:33.946Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 81, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u540a\\u5760 \\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"Men's Classic Fit Non-Iron Cotton Houndstooth Dress Shirt\", \"asin\": \"B0DKYLXPFD\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Classic Fit\", \"asin\": \"B0BYLCQ7Q3\", \"price\": \"$138.00\", \"delivery\": \"FREE delivery Apr 11 - 15\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKY9LH2S\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Tailored Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKY9VG6F\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Geometric Dress Shirt\", \"asin\": \"B0DPXT3C95\", \"price\": \"$85.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Long Sleeve Poplin Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWC1Y5C\", \"price\": \"$54.69\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0D5N87RJ7\", \"price\": \"$79.50\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BWSGX4YK\", \"price\": \"$82.49\", \"delivery\": \"FREE delivery Tue, Apr 15 Or fastest delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Fit Stretch Solid Long Sleeve Button Down Shirt\", \"asin\": \"B072LLCV3T\", \"price\": \"$68.42\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Long Sleeve Slim Untucked Flex Shirt\", \"asin\": \"B0CV9KP2XF\", \"price\": \"$58.00\", \"delivery\": \"$6.80 delivery Apr 14 - 15 Or fastest delivery Apr 11 - 14\"},\n{\"title\": \"Men's Classic Long Sleeve Oxford Shirt\", \"asin\": \"B0BTDTPTT4\", \"price\": \"$106.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Tailored Fit Non-Iron Cotton Stripe Dress Shirt\", \"asin\": \"B0DPXT5L7Y\", \"price\": \"$85.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Gingham Dress Shirt\", \"asin\": \"B0DKY94Q7V\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking\", \"asin\": \"B0DGQ2PL4F\", \"price\": \"$79.00\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Men's Gingham Stretch Poplin Shirt\", \"asin\": \"B0BVGPFWGC\", \"price\": \"$98.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Oxford Long Sleeve Sport Shirt\", \"asin\": \"B0CWB3P9QT\", \"price\": \"$108.00\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Men's Friday Sport Shirt\", \"asin\": \"B0BQSLWX5S\", \"price\": \"$89.50\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Classic Oxford Long Sleeve Sport Shirt\", \"asin\": \"B0DQHDCN29\", \"price\": \"$104.99\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Button Down Shirt\", \"asin\": \"B0DV6NY38Z\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Slim Fit Non-Iron Cotton Check Dress Shirt\", \"asin\": \"B0DKYQPDR9\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Comfort Stretch Non-Iron Stripe Dress Shirt\", \"asin\": \"B0DPXSZKCL\", \"price\": \"$125.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Cotton Stripe Casual Shirt\", \"asin\": \"B0DS6MC811\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Windowpane Dress Shirt\", \"asin\": \"B0DKYFK4YM\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 11 - 12\"},\n{\"title\": \"Men's Slim-fit Long-Sleeve Plaid Shirt\", \"asin\": \"B0CSGWKLD3\", \"price\": \"$58.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZTFTBY\", \"price\": \"$95.45\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Green Carolina Panthers Anchor Gingham Long Sleeve Button-Up Shirt\", \"asin\": \"B07J5FNQGZ\", \"price\": \"$73.08\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Cotton and Wool Blend Checked Flannel Shirt\", \"asin\": \"B0BZZTQ5GW\", \"price\": \"$100.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Classic Fit Non-Iron Cotton Check Dress Shirt\", \"asin\": \"B0DKYBJTJT\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Anchor Gingham Tailored Fit Button Up Shirt\", \"asin\": \"B07J5Y9HLF\", \"price\": \"$79.52\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Long Sleeve Oxford Button Down Shirt (M, CheckeredGreen) Medium\", \"asin\": \"B0BHTKYPCP\", \"price\": \"$124.00\", \"delivery\": \"FREE delivery Apr 14 - 16 Or fastest delivery Thu, Apr 10\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T23:37:33.946Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"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\": \"\\u540a\\u5760 \\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Fiusem\\n3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Silvadore\\n2/4/6mm Mens Necklace Gold/Silver Chain for Men - Stainless Steel Cuban Link Tone - NON-TARNISH & 100% Waterproof - Lifetime Jewelry UK - 18/20/22/24 Inch (2024 release)\", \"asin\": \"B0711XSV7B\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ChainsHouse\\nStainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\\\"-30\\\", Send Gift Box\", \"asin\": \"B0BQB953Z5\", \"price\": \"$22.68\", \"quantity\": \"\"},\n{\"title\": \"IOYYIO\\nFlexible Waterproof Braided Leather cord Chain Necklace for Men/Women, 2MM/3MM Brown/Black Woven Leather Rope Chain for pendant (Gift Box)\", \"asin\": \"B095W7J7D7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Monily\\nSquare Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women\", \"asin\": \"B075H1PDZF\", \"price\": \"$13.18\", \"quantity\": \"\"},\n{\"title\": \"ChainsHouse\\nStainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\\\"-30\\\", Send Gift Box\", \"asin\": \"B0BQB8ZDZG\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"LOLIAS\\nSilver Cross Necklace for Men Women 925 Sterling Silver Cross Pendant with 3mm Durable Stainless Steel Wheat Cross Chain, Crucifix Pendant Mens Cross Necklace Jewelry, 16-30 Inches\", \"asin\": \"B0BTM9NNV1\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"FindChic\\nMen Curb Chain Necklace 18K Gold Plated/Stainless Steel/Black Chunky Double Tight Cuban Link Hip Hop Neck Chains for Men Boys 3.5MM/5MM/6MM/7MM/9MM/12MM 14''-30'' 8 Length Options (Send Gift Box)\", \"asin\": \"B085SXJFC7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"KissYan\\nGold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men\", \"asin\": \"B0B6CHCJNF\", \"price\": \"$11.04\", \"quantity\": \"\"},\n{\"title\": \"CLASICOMIS\\nStackable Gold/Silver Chain for Men, 6/7 Pcs Stainless Steel Cross Chain Mens Necklace Jewelry Set for Men, 5/6 Chains + 1 Cross Pendant\", \"asin\": \"B0CRDX412H\", \"price\": \"$14.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\\\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.\", \"asin\": \"B0DK6ZX74H\"},\n{\"title\": \"Go to detail page for \\\"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\\\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.\", \"asin\": \"B0DK6XNNBZ\"},\n{\"title\": \"Go to detail page for \\\"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\\\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.\", \"asin\": \"B0DK6YMVY3\"}],\n\"search_results\": [{\"title\": \"Stackable Gold/Silver Chain for Men, 6/7 Pcs Stainless Steel Cross Chain Mens Necklace Jewelry Set for Men, 5/6 Chains + 1 Cross Pendant\", \"asin\": \"B0CRDX412H\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\\\"-30\\\", Send Gift Box\", \"asin\": \"B0BQB8ZDZG\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Flexible Waterproof Braided Leather cord Chain Necklace for Men/Women, 2MM/3MM Brown/Black Woven Leather Rope Chain for pendant (Gift Box)\", \"asin\": \"B095W7J7D7\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cuban Chain for Men 3.5mm/5mm/7mm/9mm Stainless Steel Men's Gold Chain Silver Chain Diamond Cut Hip Hop Link Chains Necklace 16-30 Inch\", \"asin\": \"B0CTQ6LRWQ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Waterproof Braided Leather Necklace Wax Rope Chain, Customize Available, 2/3mm Width, With Snap Clasp, 16\\u201d18\\\" 20\\\" 22\\\" 24\\\" 26\\\" 28\\\" 30\\\"-Send Gift Box\", \"asin\": \"B07K5S5XC9\", \"price\": \"$16.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"QianKao \\u5929\\u7136\\u6c34\\u6676\\u51b0\\u79cd\\u9ed1\\u66dc\\u77f3\\u8c94\\u8c85\\u540a\\u5760\\u7537\\u5973\\u6b3e\\u9879\\u94fe\\u751f\\u65e5\\u793c\\u7269(\\u5f69\\u773c\\u9ed1\\u66dc\\u77f3)\", \"asin\": \"B0BTNTYP8W\", \"price\": \"$50.88\", \"delivery\": \"FREE delivery Apr 16 - 24 Only 10 left in stock - order soon.\"},\n{\"title\": \"QianKao 1Pcs\\u4eff\\u9ec4\\u6c34\\u6676\\u8c94\\u8c85\\u540a\\u5760\\u9879\\u94fe\\u7537\\u5973\\u6b3e\\u78e8\\u7802\\u7409\\u7483\\u5f25\\u52d2\\u4f5b\\u540a\\u5760\\u6bdb\\u8863\\u94fe(\\u8c94\\u8c85)\", \"asin\": \"B0BYHJGL6N\", \"price\": \"$18.13\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u865a\\u7a7a\\u85cf\\u83e9\\u8428-\\u725b\\u864e)\", \"asin\": \"B0BTNTSKHB\", \"price\": \"$18.00\", \"delivery\": \"FREE delivery Apr 16 - 24 Only 10 left in stock - order soon.\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u5b9e\\u5fc3\\u846b\\u82a6)\", \"asin\": \"B0C1MDSBMW\", \"price\": \"$14.40\", \"delivery\": \"FREE delivery Apr 16 - 25 Only 3 left in stock - order soon.\"},\n{\"title\": \"QianKao \\u516d\\u5b57\\u7bb4\\u8a00\\u590d\\u53e4\\u505a\\u65e7\\u53e4\\u94dc\\u8272\\u8f6c\\u7ecf\\u7b52\\u540a\\u5760\\u7537\\u6c11\\u65cf\\u98ce\\u7eaf\\u94dc\\u540a\\u5760(\\u539f\\u8272\\u6b3e\\u5355\\u540a\\u5760)\", \"asin\": \"B0BW89NP22\", \"price\": \"$22.77\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u548c\\u7530\\u9752 White Jade Bangle Bracelet for Women \\u767d\\u7389\\u963f\\u5bcc\\u6c57\\u7389\\u5760\\u89c2\\u97f3\\u540a\\u5760\\u7537\\u6b3e\\u62a4\\u8eab\\u7b26\\u4e58\\u9f99\\u89c2\\u4e16\\u97f3\\u83e9\\u8428\\u7389\\u4f69\\u7389\\u77f3 3007\", \"asin\": \"B0F2Z8ZVMH\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"Compass Coin Pendant Necklace 3/4 inch - 18k Gold or Silver Plated - Adjustable 17-19 inch Chain - Spring Ring Closure - Long-Lasting\", \"asin\": \"B07N275N1B\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Waterproof Braided Leather Cord Chain Necklace, Men Women DIY Woven Wax Rope Chain for Pendant, Customize Available, 2/3mm Width, 16\\\" 18\\\" 20\\\" 22\\\" 24\\\" 26\\\" 28\\\" 30\\\" Length(with Gift Box)\", \"asin\": \"B0CZDNZR18\", \"price\": \"$16.62\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"ertified Grade A Jade Dragon and Phoenix Necklace, Dragon and Phoenix Brand pixiu God of Wealth Pendant Necklace for Couples, is an Eternal and Elegant Talisman of Happiness A Certified Burma Jadeite Women's Necklace Men's Necklace\", \"asin\": \"B0DRHXL8MN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Square Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women\", \"asin\": \"B075H1PDZF\", \"price\": \"$13.18\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"\\u548c\\u7530\\u9752 White Jade Bangle Bracelet for Women \\u767d\\u7389\\u963f\\u5bcc\\u6c57\\u7389\\u5760\\u89c2\\u97f3\\u540a\\u5760\\u7537\\u6b3e\\u62a4\\u8eab\\u7b26\\u4e58\\u9f99\\u89c2\\u4e16\\u97f3\\u83e9\\u8428\\u7389\\u4f69\\u7389\\u77f3 3008\", \"asin\": \"B0F2Z8KMBJ\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"QianKao \\u590d\\u53e4\\u505a\\u65e7\\u53e4\\u94dc\\u89c2\\u4e16\\u97f3\\u7eaf\\u94dc\\u540a\\u5760\\u4e00\\u7247\\u843d\\u53f6\\u83e9\\u8428\\u7537\\u5973\\u58eb\\u6302\\u5760(\\u5355\\u540a\\u5760)\", \"asin\": \"B0BW8CK61H\", \"price\": \"$19.67\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"QianKao \\u516d\\u5b57\\u7bb4\\u8a00\\u590d\\u53e4\\u505a\\u65e7\\u53e4\\u94dc\\u8272\\u8f6c\\u7ecf\\u7b52\\u540a\\u5760\\u7537\\u6c11\\u65cf\\u98ce\\u7eaf\\u94dc\\u540a\\u5760(\\u505a\\u65e7\\u6b3e\\u5355\\u540a\\u5760)\", \"asin\": \"B0BW8B48V1\", \"price\": \"$22.77\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u5b9e\\u5fc3\\u846b\\u82a6+\\u8c94\\u8c85)\", \"asin\": \"B0C1MDDKKL\", \"price\": \"$21.87\", \"delivery\": \"FREE delivery Apr 16 - 25 Only 3 left in stock - order soon.\"},\n{\"title\": \"14k Gold Cross Necklace for Men Large Gold Cross Pendant Figaro Chain for Mens 14K Chain 5mm Masculine Appeal 20, 22, 24 INCH\", \"asin\": \"B0D93G788D\", \"price\": \"$89.95\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Braided Leather 2MM/3MM Necklace Cord for Men with Stainless Steel Snap Clasp, Waterproof Woven Wax Rope Chain for Pendant with Delicate Gift Box\", \"asin\": \"B0CCXLC1PK\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2/4/6mm Mens Necklace Gold/Silver Chain for Men - Stainless Steel Cuban Link Tone - NON-TARNISH & 100% Waterproof - Lifetime Jewelry UK - 18/20/22/24 Inch (2024 release)\", \"asin\": \"B0711XSV7B\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gold Layered Necklaces for Women, 14K Dainty Gold Chain Necklace Women Trendy Cuban Link Paperclip Chain Toggle Clasp Necklace Fashion Chunky Jewelry for Women\", \"asin\": \"B0BNHZ5W6C\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"QianKao Lucky Mascot Ornaments Pendant Exorcism\\u9ed1\\u6a80\\u6728\\u590d\\u53e4\\u65f6\\u5c1a\\u6bdb\\u8863\\u94fe\\u540a\\u5760\\u7537\\u7b80\\u7ea6\\u51e0\\u4f55\\u578b\\u9879\\u94fe\\u767e\\u642d\\u68c9\\u9ebb\\u914d\\u9970\\u54c1\\u5973 (\\u4e00\\u70b9\\u95ea\\u9ed1\\u6a80\\u6728\\u76ae\\u7ef3\\u9879\\u94fe)\", \"asin\": \"B0BW8GHKX3\", \"price\": \"$18.99\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u666e\\u8d24\\u83e9\\u8428-\\u9f99\\u86c7)\", \"asin\": \"B0BTNTWJ4V\", \"price\": \"$27.87\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u5929\\u7136\\u7d2b\\u91d1\\u6731\\u7802\\u6302\\u5760\\u5409\\u7965\\u968f\\u8eab\\u7ea2\\u8fd0\\u6597\\u59c6\\u5143\\u541b\\u540a\\u5760\\u6302\\u4ef6 pendant \\u7537\\u58eb\\u5973\\u6b3e\", \"asin\": \"B0CT624KS6\", \"price\": \"$29.64\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"\\u6731\\u7802\\u5e73\\u5b89\\u9501\\u5973\\u9879\\u94fe\\u597d\\u8fd0\\u5e74\\u7537\\u540a\\u5760\\u6302\\u4ef6 pendant \\u957f\\u547d\\u9501\\u6302\\u4ef6, yellow, 9355968435700\", \"asin\": \"B0CT5ZW8S6\", \"price\": \"$23.39\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"Cross Necklace for Men, Silver Gold Stainless Steel Plain Cross Pendant Necklace for Men Cuban Chain 18-26 Inch\", \"asin\": \"B09Y5PD5PT\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"\\u6b63\\u54c1\\u7d2b\\u91d1\\u7802\\u5341\\u76f8\\u81ea\\u5728\\u540a\\u5760\\u7537\\u58eb\\u516d\\u5b57\\u771f\\u8a00\\u672c\\u547d\\u5e74\\u5e1d\\u738b\\u7802\\u94a5\\u5319\\u6263 < S-517807 >\", \"asin\": \"B0DQNRBCLW\", \"price\": \"$58.03\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u7a7a\\u5fc3\\u846b\\u82a6)\", \"asin\": \"B0C1M7KWRC\", \"price\": \"$18.21\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u5927\\u65e5\\u5982\\u6765-\\u7f8a\\u7334)\", \"asin\": \"B0BTNVV9V3\", \"price\": \"$27.89\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"xiexuelian \\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u5b9e\\u5fc3\\u846b\\u82a6+\\u798f\\u888b)\", \"asin\": \"B0BV9WVYM5\", \"price\": \"$19.88\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"WW-09L2300 Cinnabar Beads Bracelets Jewelry for Good Luck Men Women Amulet Jewelies \\u6731\\u7802\\u771f\\u54c1\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u6302\\u7ef3\\u914d\\u4ef6\\u5973\\u9879\\u94fe\\u7537\\u6b3e\\u672c\\u547d\\u5e74\\u7d2b\\u91d1\\u7802\\u7f16\\u7ec7\", \"asin\": \"B0DRFW732N\", \"price\": \"$48.02\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"QianKao 1Pcs\\u4eff\\u9ec4\\u6c34\\u6676\\u8c94\\u8c85\\u540a\\u5760\\u9879\\u94fe\\u7537\\u5973\\u6b3e\\u78e8\\u7802\\u7409\\u7483\\u5f25\\u52d2\\u4f5b\\u540a\\u5760\\u6bdb\\u8863\\u94fe(\\u9f99\\u724c)\", \"asin\": \"B0BYHKLRKQ\", \"price\": \"$18.13\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u9053\\u5bb6\\u63cf\\u91d1\\u6731\\u7802\\u9634\\u9633\\u4e94\\u884c\\u592a\\u6781\\u516b\\u5366\\u724c\\u5e73\\u5b89\\u6302\\u4ef6\\u7537\\u5973\\u58eb\\u540a\\u5760\\u6302\\u4ef6 pendant, yellow, 9355968440124\", \"asin\": \"B0CT61BBXJ\", \"price\": \"$27.56\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"\\u3010\\u548c\\u7530\\u7389 Wealth Green Hetian jade Bracelet Spiritual Gift \\u4e5d\\u9f99\\u62a4\\u4e3b\\u3011 \\u9f99\\u724c\\u540a\\u5760\\u7537\\u9752\\u7389\\u4e5d\\u9f99\\u6302\\u4ef6\\u53cc\\u9762\\u5de5\\u7389\\u4f69\\u751f\\u8096\\u9f99\\u9879\\u94fe H-1260\", \"asin\": \"B0F2641PXJ\", \"price\": \"$150.50\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u846b\\u82a6\\u560e\\u4e4c\\u76d2\\u540a\\u5760\\u7537\\u58eb\\u5973\\u6b3e\\u65b0\\u6b3e\\u94a5\\u5319\\u6263 Feng Shui bracelet lucky Coloured glaze keychain \\u624b\\u673a\\u7d2b\\u91d1\\u7802\\u798f\\u5b57\\u846b\\u82a6\\u540a\\u5760 = DSGSSDA-438811\", \"asin\": \"B0DR6KYX2Y\", \"price\": \"$44.34\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u846b\\u82a6\\u560e\\u4e4c\\u76d2\\u540a\\u5760\\u7537\\u58eb\\u5973\\u6b3e\\u65b0\\u6b3e\\u94a5\\u5319\\u6263 Feng Shui bracelet lucky Coloured glaze keychain \\u624b\\u673a\\u7d2b\\u91d1\\u7802\\u798f\\u5b57\\u846b\\u82a6\\u540a\\u5760 = DSGSSDA-438810\", \"asin\": \"B0DR6KYKLQ\", \"price\": \"$44.34\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u65b0\\u7586 Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7537\\u5973\\u6b3e Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u540a\\u5760\\u60c5\\u4fa3\\u7389\\u4f69\\u9879\\u94fe\\u6302\\u4ef6\\u6b63\\u54c1-Chu Wen Sheng2705\", \"asin\": \"B0F22C88Y4\", \"price\": \"$870.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"\\u65b0\\u7586 Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7537\\u5973\\u6b3e Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u540a\\u5760\\u60c5\\u4fa3\\u7389\\u4f69\\u9879\\u94fe\\u6302\\u4ef6\\u6b63\\u54c1-Chu Wen Sheng2706\", \"asin\": \"B0F2276KS5\", \"price\": \"$198.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ84Q7V\", \"price\": \"$38.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ6FTD3\", \"price\": \"$37.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ43PVG\", \"price\": \"$39.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u65b0\\u7586 Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7537\\u5973\\u6b3e Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u540a\\u5760\\u60c5\\u4fa3\\u7389\\u4f69\\u9879\\u94fe\\u6302\\u4ef6\\u6b63\\u54c1-Chu Wen Sheng2708\", \"asin\": \"B0F229GHJG\", \"price\": \"$318.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"\\u6731\\u7802\\u5341\\u5b57\\u67b6\\u540a\\u5760\\u6302\\u4ef6 pendant \\u7537\\u5973\\u6b3e\\u7d2b\\u91d1\\u7802\\u9879\\u5760\\u672c\\u547d\\u5e74\\u7ea2\\u8272\\u968f\\u8eab\\u6302\\u9970, yellow, 9355968435038\", \"asin\": \"B0CT6394MF\", \"price\": \"$30.95\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"QianKao Mascot Exorcism Ward Off Evil Spirits Bring Lucky \\u672c\\u547d\\u5e74\\u91d1\\u521a\\u7ed3\\u7ea2\\u7ef3\\u624b\\u7ef3\\u6c99\\u91d1\\u73d0\\u7405\\u540a\\u5760\\u53ef\\u8c03\\u8282\\u624b\\u94fe\\u7537\\u5973\\u6b3e\\u5e26\\u8d27(\\u7ea2\\u7ef3\\u00b7\\u5c81\\u5c81\\u5e73\\u5b89)\", \"asin\": \"B0C13WFD2K\", \"price\": \"$24.77\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ87186\", \"price\": \"$40.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ3XLD1\", \"price\": \"$44.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u9f99\\u724c\\u540a\\u5760\\u7537\\u5929\\u7136\\u539f\\u77ff\\u7d2b\\u91d1\\u7802\\u98de\\u9f99\\u65cb\\u8fd0\\u9879\\u94fe\\u5973\\u672c\\u547d\\u5e74\\u6302\\u4ef6 = DSGSSDA-439944\", \"asin\": \"B0DR74SLN6\", \"price\": \"$42.36\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u9ad8\\u542b\\u91cf\\u6676\\u4f53\\u7802\\u539f\\u77ff\\u695e\\u4e25\\u5492\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u540a\\u5760\\u7537\\u6b3e\\u6302\\u4ef6\\u5973\\u5e73\\u5b89 = DSGSSDA-440118\", \"asin\": \"B0DR78CF8H\", \"price\": \"$54.15\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u65b0\\u7586 Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7537\\u5973\\u6b3e Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u540a\\u5760\\u60c5\\u4fa3\\u7389\\u4f69\\u9879\\u94fe\\u6302\\u4ef6\\u6b63\\u54c1-Chu Wen Sheng2710\", \"asin\": \"B0F22BB1R4\", \"price\": \"$126.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"xiexuelian \\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u7a7a\\u5fc3\\u846b\\u82a6-\\u798f\\u888b)\", \"asin\": \"B0BV9YPW49\", \"price\": \"$19.89\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"\\u5929\\u7136\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u540a\\u5760\\u7537\\u58eb\\u5b88\\u62a4\\u795e\\u5973\\u9879\\u94fe\\u672c\\u547d\\u4f5b\\u724c\\u5e73\\u5b89\\u89c2\\u97f3\\u5982\\u6765\\u751f\\u8096\\u6302\\u4ef6 = DSGSSDA-439735\", \"asin\": \"B0DR75MK4Z\", \"price\": \"$49.20\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u6587\\u6b8a\\u83e9\\u8428-\\u5154)\", \"asin\": \"B0BTNWKHZZ\", \"price\": \"$27.89\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"Mascot pendant Men's and Women's Wear Accessories \\u6c11\\u65cf\\u98ce\\u9e21\\u7fc5\\u6728\\u8d28\\u4f5b\\u73e0\\u6bdb\\u8863\\u94fe\\u957f\\u6b3e\\u7537\\u9879\\u94fe\\u4eff\\u677e\\u77f3\\u540a\\u5760\\u6728\\u73e0\\u914d\\u9970 1Pcs(\\u7ea2\\u677e\\u77f3\\u957f\\u6761\\u6728\\u73e0\\u94fe)\", \"asin\": \"B0C7KD8B6J\", \"price\": \"$24.48\", \"delivery\": \"$4.99 delivery Apr 29 - May 8\"},\n{\"title\": \"\\u5929\\u7136\\u6731\\u7802\\u540a\\u5760\\u6302\\u4ef6 pendant \\u7537\\u5973\\u6b3e\\u9ad8\\u7eaf\\u5ea6\\u6676\\u4f53\\u672c\\u547d\\u5e74\\u5e73\\u5b89\\u6263\\u6bdb\\u8863\\u94fe, yellow, 9355968435366/831\", \"asin\": \"B0DKDTBX4M\", \"price\": \"$46.58\", \"delivery\": \"FREE delivery Apr 18 - 29\"},\n{\"title\": \"\\u5929\\u7136\\u7f05\\u7538\\u7fe1\\u7fe0 Fengshui Natural jadeite Jade Bangle Bracelet for Wome \\u89c2\\u97f3\\u666e\\u8d24\\u83e9\\u8428\\u7cef\\u6b3e\\u5f0f\\u7389\\u77f3\\u540a\\u5760\\u7537\\u5973\\u6b3e\\u6302\\u4ef6\\u9f99\\u86c7\\u5b88\\u62a4\\u795e H-1242\", \"asin\": \"B0F2654QHB\", \"price\": \"$126.39\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u5927\\u52bf\\u81f3\\u83e9\\u8428-\\u9a6c)\", \"asin\": \"B0BTNVJ3YS\", \"price\": \"$27.89\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u5929\\u7136\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u5c71\\u9b3c\\u82b1\\u94b1\\u540a\\u5760\\u7537\\u6b3e\\u9879\\u94fe\\u672c\\u547d\\u5e74\\u9053\\u5bb6\\u6302\\u4ef6\\u5973\\u6b3e\\u516b\\u5366\\u724c\\u9970\\u54c1\\u4ee4\\u724c = DSGSSDA-440038\", \"asin\": \"B0DR76YZ2T\", \"price\": \"$53.17\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u6811\\u53f6\\u7a7a\\u5fc3\\u846b\\u82a6)\", \"asin\": \"B0C1M3MCJG\", \"price\": \"$18.21\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u6811\\u53f6\\u5b9e\\u5fc3\\u846b\\u82a6)\", \"asin\": \"B0C1MMX1TF\", \"price\": \"$18.16\", \"delivery\": \"FREE delivery Apr 28 - May 19 Only 5 left in stock - order soon.\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u5b9e\\u5fc3\\u846b\\u82a6+\\u6811\\u53f6)\", \"asin\": \"B0C1MR8CY5\", \"price\": \"$18.40\", \"delivery\": \"FREE delivery Apr 28 - May 19 Only 5 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T23:42:50.283Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T23:42:50.283Z
input
圆牌 吊坠 男
rule
train
82
2025-04-07T23:42:50.283Z
input
圆牌 吊坠 男
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "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": "\u540a\u5760 \u7537"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Fiusem\n3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch", "asin": "B095JQ46X8", "price": "$18.99", "quantity": ""}, {"title": "Silvadore\n2/4/6mm Mens Necklace Gold/Silver Chain for Men - Stainless Steel Cuban Link Tone - NON-TARNISH & 100% Waterproof - Lifetime Jewelry UK - 18/20/22/24 Inch (2024 release)", "asin": "B0711XSV7B", "price": "$29.99", "quantity": ""}, {"title": "ChainsHouse\nStainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\"-30\", Send Gift Box", "asin": "B0BQB953Z5", "price": "$22.68", "quantity": ""}, {"title": "IOYYIO\nFlexible Waterproof Braided Leather cord Chain Necklace for Men/Women, 2MM/3MM Brown/Black Woven Leather Rope Chain for pendant (Gift Box)", "asin": "B095W7J7D7", "price": "$15.99", "quantity": ""}, {"title": "Monily\nSquare Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women", "asin": "B075H1PDZF", "price": "$13.18", "quantity": ""}, {"title": "ChainsHouse\nStainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\"-30\", Send Gift Box", "asin": "B0BQB8ZDZG", "price": "$19.98", "quantity": ""}, {"title": "LOLIAS\nSilver Cross Necklace for Men Women 925 Sterling Silver Cross Pendant with 3mm Durable Stainless Steel Wheat Cross Chain, Crucifix Pendant Mens Cross Necklace Jewelry, 16-30 Inches", "asin": "B0BTM9NNV1", "price": "$27.99", "quantity": ""}, {"title": "FindChic\nMen Curb Chain Necklace 18K Gold Plated/Stainless Steel/Black Chunky Double Tight Cuban Link Hip Hop Neck Chains for Men Boys 3.5MM/5MM/6MM/7MM/9MM/12MM 14''-30'' 8 Length Options (Send Gift Box)", "asin": "B085SXJFC7", "price": "$15.99", "quantity": ""}, {"title": "KissYan\nGold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men", "asin": "B0B6CHCJNF", "price": "$11.04", "quantity": ""}, {"title": "CLASICOMIS\nStackable Gold/Silver Chain for Men, 6/7 Pcs Stainless Steel Cross Chain Mens Necklace Jewelry Set for Men, 5/6 Chains + 1 Cross Pendant", "asin": "B0CRDX412H", "price": "$14.98", "quantity": ""}], "ads": [{"title": "Go to detail page for \"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.", "asin": "B0DK6ZX74H"}, {"title": "Go to detail page for \"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.", "asin": "B0DK6XNNBZ"}, {"title": "Go to detail page for \"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.", "asin": "B0DK6YMVY3"}], "search_results": [{"title": "Stackable Gold/Silver Chain for Men, 6/7 Pcs Stainless Steel Cross Chain Mens Necklace Jewelry Set for Men, 5/6 Chains + 1 Cross Pendant", "asin": "B0CRDX412H", "price": "$14.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\"-30\", Send Gift Box", "asin": "B0BQB8ZDZG", "price": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Flexible Waterproof Braided Leather cord Chain Necklace for Men/Women, 2MM/3MM Brown/Black Woven Leather Rope Chain for pendant (Gift Box)", "asin": "B095W7J7D7", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cuban Chain for Men 3.5mm/5mm/7mm/9mm Stainless Steel Men's Gold Chain Silver Chain Diamond Cut Hip Hop Link Chains Necklace 16-30 Inch", "asin": "B0CTQ6LRWQ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men Waterproof Braided Leather Necklace Wax Rope Chain, Customize Available, 2/3mm Width, With Snap Clasp, 16\u201d18\" 20\" 22\" 24\" 26\" 28\" 30\"-Send Gift Box", "asin": "B07K5S5XC9", "price": "$16.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "QianKao \u5929\u7136\u6c34\u6676\u51b0\u79cd\u9ed1\u66dc\u77f3\u8c94\u8c85\u540a\u5760\u7537\u5973\u6b3e\u9879\u94fe\u751f\u65e5\u793c\u7269(\u5f69\u773c\u9ed1\u66dc\u77f3)", "asin": "B0BTNTYP8W", "price": "$50.88", "delivery": "FREE delivery Apr 16 - 24 Only 10 left in stock - order soon."}, {"title": "QianKao 1Pcs\u4eff\u9ec4\u6c34\u6676\u8c94\u8c85\u540a\u5760\u9879\u94fe\u7537\u5973\u6b3e\u78e8\u7802\u7409\u7483\u5f25\u52d2\u4f5b\u540a\u5760\u6bdb\u8863\u94fe(\u8c94\u8c85)", "asin": "B0BYHJGL6N", "price": "$18.13", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\u4eff\u9ed1\u66dc\u77f3\u672c\u547d\u4f5b\u540a\u5760\u516b\u5927\u5b88\u62a4\u795e\u83e9\u8428\u540a\u5760\u6c34\u6676\u7537\u5973\u6b3e\u9879\u94fe(\u865a\u7a7a\u85cf\u83e9\u8428-\u725b\u864e)", "asin": "B0BTNTSKHB", "price": "$18.00", "delivery": "FREE delivery Apr 16 - 24 Only 10 left in stock - order soon."}, {"title": "xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\u7eaf\u9ec4\u94dc\u590d\u53e4\u4e94\u5e1d\u94b1\u5b9e\u5fc3\u53cc\u8c94\u8c85\u846b\u82a6\u540a\u5760\u6302\u4ef6\u7537\u5973\u4e00\u5bf9\u94dc\u94b1\u76ae\u4e18\u94a5\u5319\u6263 1Pcs(\u4e94\u5e1d\u94b1-\u7c38\u7b95\u5b9e\u5fc3\u846b\u82a6)", "asin": "B0C1MDSBMW", "price": "$14.40", "delivery": "FREE delivery Apr 16 - 25 Only 3 left in stock - order soon."}, {"title": "QianKao \u516d\u5b57\u7bb4\u8a00\u590d\u53e4\u505a\u65e7\u53e4\u94dc\u8272\u8f6c\u7ecf\u7b52\u540a\u5760\u7537\u6c11\u65cf\u98ce\u7eaf\u94dc\u540a\u5760(\u539f\u8272\u6b3e\u5355\u540a\u5760)", "asin": "B0BW89NP22", "price": "$22.77", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "\u548c\u7530\u9752 White Jade Bangle Bracelet for Women \u767d\u7389\u963f\u5bcc\u6c57\u7389\u5760\u89c2\u97f3\u540a\u5760\u7537\u6b3e\u62a4\u8eab\u7b26\u4e58\u9f99\u89c2\u4e16\u97f3\u83e9\u8428\u7389\u4f69\u7389\u77f3 3007", "asin": "B0F2Z8ZVMH", "price": "$38.40", "delivery": "FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16"}, {"title": "Compass Coin Pendant Necklace 3/4 inch - 18k Gold or Silver Plated - Adjustable 17-19 inch Chain - Spring Ring Closure - Long-Lasting", "asin": "B07N275N1B", "price": "$70.00", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Waterproof Braided Leather Cord Chain Necklace, Men Women DIY Woven Wax Rope Chain for Pendant, Customize Available, 2/3mm Width, 16\" 18\" 20\" 22\" 24\" 26\" 28\" 30\" Length(with Gift Box)", "asin": "B0CZDNZR18", "price": "$16.62", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "ertified Grade A Jade Dragon and Phoenix Necklace, Dragon and Phoenix Brand pixiu God of Wealth Pendant Necklace for Couples, is an Eternal and Elegant Talisman of Happiness A Certified Burma Jadeite Women's Necklace Men's Necklace", "asin": "B0DRHXL8MN", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Square Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women", "asin": "B075H1PDZF", "price": "$13.18", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "\u548c\u7530\u9752 White Jade Bangle Bracelet for Women \u767d\u7389\u963f\u5bcc\u6c57\u7389\u5760\u89c2\u97f3\u540a\u5760\u7537\u6b3e\u62a4\u8eab\u7b26\u4e58\u9f99\u89c2\u4e16\u97f3\u83e9\u8428\u7389\u4f69\u7389\u77f3 3008", "asin": "B0F2Z8KMBJ", "price": "$38.40", "delivery": "FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16"}, {"title": "QianKao \u590d\u53e4\u505a\u65e7\u53e4\u94dc\u89c2\u4e16\u97f3\u7eaf\u94dc\u540a\u5760\u4e00\u7247\u843d\u53f6\u83e9\u8428\u7537\u5973\u58eb\u6302\u5760(\u5355\u540a\u5760)", "asin": "B0BW8CK61H", "price": "$19.67", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "QianKao \u516d\u5b57\u7bb4\u8a00\u590d\u53e4\u505a\u65e7\u53e4\u94dc\u8272\u8f6c\u7ecf\u7b52\u540a\u5760\u7537\u6c11\u65cf\u98ce\u7eaf\u94dc\u540a\u5760(\u505a\u65e7\u6b3e\u5355\u540a\u5760)", "asin": "B0BW8B48V1", "price": "$22.77", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\u7eaf\u9ec4\u94dc\u590d\u53e4\u4e94\u5e1d\u94b1\u5b9e\u5fc3\u53cc\u8c94\u8c85\u846b\u82a6\u540a\u5760\u6302\u4ef6\u7537\u5973\u4e00\u5bf9\u94dc\u94b1\u76ae\u4e18\u94a5\u5319\u6263 1Pcs(\u4e94\u5e1d\u94b1-\u7c38\u7b95\u5b9e\u5fc3\u846b\u82a6+\u8c94\u8c85)", "asin": "B0C1MDDKKL", "price": "$21.87", "delivery": "FREE delivery Apr 16 - 25 Only 3 left in stock - order soon."}, {"title": "14k Gold Cross Necklace for Men Large Gold Cross Pendant Figaro Chain for Mens 14K Chain 5mm Masculine Appeal 20, 22, 24 INCH", "asin": "B0D93G788D", "price": "$89.95", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Braided Leather 2MM/3MM Necklace Cord for Men with Stainless Steel Snap Clasp, Waterproof Woven Wax Rope Chain for Pendant with Delicate Gift Box", "asin": "B0CCXLC1PK", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "2/4/6mm Mens Necklace Gold/Silver Chain for Men - Stainless Steel Cuban Link Tone - NON-TARNISH & 100% Waterproof - Lifetime Jewelry UK - 18/20/22/24 Inch (2024 release)", "asin": "B0711XSV7B", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Gold Layered Necklaces for Women, 14K Dainty Gold Chain Necklace Women Trendy Cuban Link Paperclip Chain Toggle Clasp Necklace Fashion Chunky Jewelry for Women", "asin": "B0BNHZ5W6C", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "QianKao Lucky Mascot Ornaments Pendant Exorcism\u9ed1\u6a80\u6728\u590d\u53e4\u65f6\u5c1a\u6bdb\u8863\u94fe\u540a\u5760\u7537\u7b80\u7ea6\u51e0\u4f55\u578b\u9879\u94fe\u767e\u642d\u68c9\u9ebb\u914d\u9970\u54c1\u5973 (\u4e00\u70b9\u95ea\u9ed1\u6a80\u6728\u76ae\u7ef3\u9879\u94fe)", "asin": "B0BW8GHKX3", "price": "$18.99", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\u4eff\u9ed1\u66dc\u77f3\u672c\u547d\u4f5b\u540a\u5760\u516b\u5927\u5b88\u62a4\u795e\u83e9\u8428\u540a\u5760\u6c34\u6676\u7537\u5973\u6b3e\u9879\u94fe(\u666e\u8d24\u83e9\u8428-\u9f99\u86c7)", "asin": "B0BTNTWJ4V", "price": "$27.87", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "\u5929\u7136\u7d2b\u91d1\u6731\u7802\u6302\u5760\u5409\u7965\u968f\u8eab\u7ea2\u8fd0\u6597\u59c6\u5143\u541b\u540a\u5760\u6302\u4ef6 pendant \u7537\u58eb\u5973\u6b3e", "asin": "B0CT624KS6", "price": "$29.64", "delivery": "FREE delivery Apr 22 - May 2"}, {"title": "\u6731\u7802\u5e73\u5b89\u9501\u5973\u9879\u94fe\u597d\u8fd0\u5e74\u7537\u540a\u5760\u6302\u4ef6 pendant \u957f\u547d\u9501\u6302\u4ef6, yellow, 9355968435700", "asin": "B0CT5ZW8S6", "price": "$23.39", "delivery": "FREE delivery Apr 22 - May 2"}, {"title": "Cross Necklace for Men, Silver Gold Stainless Steel Plain Cross Pendant Necklace for Men Cuban Chain 18-26 Inch", "asin": "B09Y5PD5PT", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "\u6b63\u54c1\u7d2b\u91d1\u7802\u5341\u76f8\u81ea\u5728\u540a\u5760\u7537\u58eb\u516d\u5b57\u771f\u8a00\u672c\u547d\u5e74\u5e1d\u738b\u7802\u94a5\u5319\u6263 < S-517807 >", "asin": "B0DQNRBCLW", "price": "$58.03", "delivery": "FREE delivery May 1 - 12"}, {"title": "xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\u7eaf\u9ec4\u94dc\u590d\u53e4\u4e94\u5e1d\u94b1\u5b9e\u5fc3\u53cc\u8c94\u8c85\u846b\u82a6\u540a\u5760\u6302\u4ef6\u7537\u5973\u4e00\u5bf9\u94dc\u94b1\u76ae\u4e18\u94a5\u5319\u6263 1Pcs(\u4e94\u5e1d\u94b1-\u7c38\u7b95\u7a7a\u5fc3\u846b\u82a6)", "asin": "B0C1M7KWRC", "price": "$18.21", "delivery": "$4.29 delivery Apr 29 - May 8"}, {"title": "QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\u4eff\u9ed1\u66dc\u77f3\u672c\u547d\u4f5b\u540a\u5760\u516b\u5927\u5b88\u62a4\u795e\u83e9\u8428\u540a\u5760\u6c34\u6676\u7537\u5973\u6b3e\u9879\u94fe(\u5927\u65e5\u5982\u6765-\u7f8a\u7334)", "asin": "B0BTNVV9V3", "price": "$27.89", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "xiexuelian \u7eaf\u9ec4\u94dc\u590d\u53e4\u4e94\u5e1d\u94b1\u5b9e\u5fc3\u53cc\u8c94\u8c85\u846b\u82a6\u540a\u5760\u6302\u4ef6\u7537\u5973\u4e00\u5bf9\u94dc\u94b1\u76ae\u4e18\u94a5\u5319\u6263(\u4e94\u5e1d\u94b1-\u7c38\u7b95\u5b9e\u5fc3\u846b\u82a6+\u798f\u888b)", "asin": "B0BV9WVYM5", "price": "$19.88", "delivery": "$4.29 delivery Apr 29 - May 8"}, {"title": "WW-09L2300 Cinnabar Beads Bracelets Jewelry for Good Luck Men Women Amulet Jewelies \u6731\u7802\u771f\u54c1\u5e73\u5b89\u6263\u540a\u5760\u6302\u7ef3\u914d\u4ef6\u5973\u9879\u94fe\u7537\u6b3e\u672c\u547d\u5e74\u7d2b\u91d1\u7802\u7f16\u7ec7", "asin": "B0DRFW732N", "price": "$48.02", "delivery": "FREE delivery May 1 - 12"}, {"title": "QianKao 1Pcs\u4eff\u9ec4\u6c34\u6676\u8c94\u8c85\u540a\u5760\u9879\u94fe\u7537\u5973\u6b3e\u78e8\u7802\u7409\u7483\u5f25\u52d2\u4f5b\u540a\u5760\u6bdb\u8863\u94fe(\u9f99\u724c)", "asin": "B0BYHKLRKQ", "price": "$18.13", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "\u9053\u5bb6\u63cf\u91d1\u6731\u7802\u9634\u9633\u4e94\u884c\u592a\u6781\u516b\u5366\u724c\u5e73\u5b89\u6302\u4ef6\u7537\u5973\u58eb\u540a\u5760\u6302\u4ef6 pendant, yellow, 9355968440124", "asin": "B0CT61BBXJ", "price": "$27.56", "delivery": "FREE delivery Apr 22 - May 2"}, {"title": "\u3010\u548c\u7530\u7389 Wealth Green Hetian jade Bracelet Spiritual Gift \u4e5d\u9f99\u62a4\u4e3b\u3011 \u9f99\u724c\u540a\u5760\u7537\u9752\u7389\u4e5d\u9f99\u6302\u4ef6\u53cc\u9762\u5de5\u7389\u4f69\u751f\u8096\u9f99\u9879\u94fe H-1260", "asin": "B0F2641PXJ", "price": "$150.50", "delivery": "FREE delivery May 1 - 12"}, {"title": "\u6731\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \u846b\u82a6\u560e\u4e4c\u76d2\u540a\u5760\u7537\u58eb\u5973\u6b3e\u65b0\u6b3e\u94a5\u5319\u6263 Feng Shui bracelet lucky Coloured glaze keychain \u624b\u673a\u7d2b\u91d1\u7802\u798f\u5b57\u846b\u82a6\u540a\u5760 = DSGSSDA-438811", "asin": "B0DR6KYX2Y", "price": "$44.34", "delivery": "FREE delivery May 1 - 12"}, {"title": "\u6731\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \u846b\u82a6\u560e\u4e4c\u76d2\u540a\u5760\u7537\u58eb\u5973\u6b3e\u65b0\u6b3e\u94a5\u5319\u6263 Feng Shui bracelet lucky Coloured glaze keychain \u624b\u673a\u7d2b\u91d1\u7802\u798f\u5b57\u846b\u82a6\u540a\u5760 = DSGSSDA-438810", "asin": "B0DR6KYKLQ", "price": "$44.34", "delivery": "FREE delivery May 1 - 12"}, {"title": "\u65b0\u7586 Hetian Jade Stretch Bracelet Natural \u548c\u7530\u7389\u5e73\u5b89\u6263\u540a\u5760\u7537\u5973\u6b3e Hetian Jade Stretch Bracelet Natural \u548c\u7530\u7389\u540a\u5760\u60c5\u4fa3\u7389\u4f69\u9879\u94fe\u6302\u4ef6\u6b63\u54c1-Chu Wen Sheng2705", "asin": "B0F22C88Y4", "price": "$870.40", "delivery": "FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16"}, {"title": "\u65b0\u7586 Hetian Jade Stretch Bracelet Natural \u548c\u7530\u7389\u5e73\u5b89\u6263\u540a\u5760\u7537\u5973\u6b3e Hetian Jade Stretch Bracelet Natural \u548c\u7530\u7389\u540a\u5760\u60c5\u4fa3\u7389\u4f69\u9879\u94fe\u6302\u4ef6\u6b63\u54c1-Chu Wen Sheng2706", "asin": "B0F2276KS5", "price": "$198.40", "delivery": "FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16"}, {"title": "\u9879\u94fe\u5973\u7537\u6b3e\u7d2b\u91d1\u7802\u6e29\u6da6\u7b80\u7ea6\u5927\u6c14 \u540a\u5760", "asin": "B0BVQ84Q7V", "price": "$38.00", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "\u9879\u94fe\u5973\u7537\u6b3e\u7d2b\u91d1\u7802\u6e29\u6da6\u7b80\u7ea6\u5927\u6c14 \u540a\u5760", "asin": "B0BVQ6FTD3", "price": "$37.00", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "\u9879\u94fe\u5973\u7537\u6b3e\u7d2b\u91d1\u7802\u6e29\u6da6\u7b80\u7ea6\u5927\u6c14 \u540a\u5760", "asin": "B0BVQ43PVG", "price": "$39.00", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "\u65b0\u7586 Hetian Jade Stretch Bracelet Natural \u548c\u7530\u7389\u5e73\u5b89\u6263\u540a\u5760\u7537\u5973\u6b3e Hetian Jade Stretch Bracelet Natural \u548c\u7530\u7389\u540a\u5760\u60c5\u4fa3\u7389\u4f69\u9879\u94fe\u6302\u4ef6\u6b63\u54c1-Chu Wen Sheng2708", "asin": "B0F229GHJG", "price": "$318.40", "delivery": "FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16"}, {"title": "\u6731\u7802\u5341\u5b57\u67b6\u540a\u5760\u6302\u4ef6 pendant \u7537\u5973\u6b3e\u7d2b\u91d1\u7802\u9879\u5760\u672c\u547d\u5e74\u7ea2\u8272\u968f\u8eab\u6302\u9970, yellow, 9355968435038", "asin": "B0CT6394MF", "price": "$30.95", "delivery": "FREE delivery Apr 22 - May 2"}, {"title": "QianKao Mascot Exorcism Ward Off Evil Spirits Bring Lucky \u672c\u547d\u5e74\u91d1\u521a\u7ed3\u7ea2\u7ef3\u624b\u7ef3\u6c99\u91d1\u73d0\u7405\u540a\u5760\u53ef\u8c03\u8282\u624b\u94fe\u7537\u5973\u6b3e\u5e26\u8d27(\u7ea2\u7ef3\u00b7\u5c81\u5c81\u5e73\u5b89)", "asin": "B0C13WFD2K", "price": "$24.77", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "\u9879\u94fe\u5973\u7537\u6b3e\u7d2b\u91d1\u7802\u6e29\u6da6\u7b80\u7ea6\u5927\u6c14 \u540a\u5760", "asin": "B0BVQ87186", "price": "$40.00", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "\u9879\u94fe\u5973\u7537\u6b3e\u7d2b\u91d1\u7802\u6e29\u6da6\u7b80\u7ea6\u5927\u6c14 \u540a\u5760", "asin": "B0BVQ3XLD1", "price": "$44.00", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "\u6731\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \u9f99\u724c\u540a\u5760\u7537\u5929\u7136\u539f\u77ff\u7d2b\u91d1\u7802\u98de\u9f99\u65cb\u8fd0\u9879\u94fe\u5973\u672c\u547d\u5e74\u6302\u4ef6 = DSGSSDA-439944", "asin": "B0DR74SLN6", "price": "$42.36", "delivery": "FREE delivery May 1 - 12"}, {"title": "\u9ad8\u542b\u91cf\u6676\u4f53\u7802\u539f\u77ff\u695e\u4e25\u5492\u6731\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \u540a\u5760\u7537\u6b3e\u6302\u4ef6\u5973\u5e73\u5b89 = DSGSSDA-440118", "asin": "B0DR78CF8H", "price": "$54.15", "delivery": "FREE delivery May 1 - 12"}, {"title": "\u65b0\u7586 Hetian Jade Stretch Bracelet Natural \u548c\u7530\u7389\u5e73\u5b89\u6263\u540a\u5760\u7537\u5973\u6b3e Hetian Jade Stretch Bracelet Natural \u548c\u7530\u7389\u540a\u5760\u60c5\u4fa3\u7389\u4f69\u9879\u94fe\u6302\u4ef6\u6b63\u54c1-Chu Wen Sheng2710", "asin": "B0F22BB1R4", "price": "$126.40", "delivery": "FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16"}, {"title": "xiexuelian \u7eaf\u9ec4\u94dc\u590d\u53e4\u4e94\u5e1d\u94b1\u5b9e\u5fc3\u53cc\u8c94\u8c85\u846b\u82a6\u540a\u5760\u6302\u4ef6\u7537\u5973\u4e00\u5bf9\u94dc\u94b1\u76ae\u4e18\u94a5\u5319\u6263(\u4e94\u5e1d\u94b1-\u7c38\u7b95\u7a7a\u5fc3\u846b\u82a6-\u798f\u888b)", "asin": "B0BV9YPW49", "price": "$19.89", "delivery": "$4.29 delivery Apr 29 - May 8"}, {"title": "\u5929\u7136\u6731\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \u540a\u5760\u7537\u58eb\u5b88\u62a4\u795e\u5973\u9879\u94fe\u672c\u547d\u4f5b\u724c\u5e73\u5b89\u89c2\u97f3\u5982\u6765\u751f\u8096\u6302\u4ef6 = DSGSSDA-439735", "asin": "B0DR75MK4Z", "price": "$49.20", "delivery": "FREE delivery May 1 - 12"}, {"title": "QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\u4eff\u9ed1\u66dc\u77f3\u672c\u547d\u4f5b\u540a\u5760\u516b\u5927\u5b88\u62a4\u795e\u83e9\u8428\u540a\u5760\u6c34\u6676\u7537\u5973\u6b3e\u9879\u94fe(\u6587\u6b8a\u83e9\u8428-\u5154)", "asin": "B0BTNWKHZZ", "price": "$27.89", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "Mascot pendant Men's and Women's Wear Accessories \u6c11\u65cf\u98ce\u9e21\u7fc5\u6728\u8d28\u4f5b\u73e0\u6bdb\u8863\u94fe\u957f\u6b3e\u7537\u9879\u94fe\u4eff\u677e\u77f3\u540a\u5760\u6728\u73e0\u914d\u9970 1Pcs(\u7ea2\u677e\u77f3\u957f\u6761\u6728\u73e0\u94fe)", "asin": "B0C7KD8B6J", "price": "$24.48", "delivery": "$4.99 delivery Apr 29 - May 8"}, {"title": "\u5929\u7136\u6731\u7802\u540a\u5760\u6302\u4ef6 pendant \u7537\u5973\u6b3e\u9ad8\u7eaf\u5ea6\u6676\u4f53\u672c\u547d\u5e74\u5e73\u5b89\u6263\u6bdb\u8863\u94fe, yellow, 9355968435366/831", "asin": "B0DKDTBX4M", "price": "$46.58", "delivery": "FREE delivery Apr 18 - 29"}, {"title": "\u5929\u7136\u7f05\u7538\u7fe1\u7fe0 Fengshui Natural jadeite Jade Bangle Bracelet for Wome \u89c2\u97f3\u666e\u8d24\u83e9\u8428\u7cef\u6b3e\u5f0f\u7389\u77f3\u540a\u5760\u7537\u5973\u6b3e\u6302\u4ef6\u9f99\u86c7\u5b88\u62a4\u795e H-1242", "asin": "B0F2654QHB", "price": "$126.39", "delivery": "FREE delivery May 1 - 12"}, {"title": "QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\u4eff\u9ed1\u66dc\u77f3\u672c\u547d\u4f5b\u540a\u5760\u516b\u5927\u5b88\u62a4\u795e\u83e9\u8428\u540a\u5760\u6c34\u6676\u7537\u5973\u6b3e\u9879\u94fe(\u5927\u52bf\u81f3\u83e9\u8428-\u9a6c)", "asin": "B0BTNVJ3YS", "price": "$27.89", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "\u5929\u7136\u6731\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \u5c71\u9b3c\u82b1\u94b1\u540a\u5760\u7537\u6b3e\u9879\u94fe\u672c\u547d\u5e74\u9053\u5bb6\u6302\u4ef6\u5973\u6b3e\u516b\u5366\u724c\u9970\u54c1\u4ee4\u724c = DSGSSDA-440038", "asin": "B0DR76YZ2T", "price": "$53.17", "delivery": "FREE delivery May 1 - 12"}, {"title": "xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\u7eaf\u9ec4\u94dc\u590d\u53e4\u4e94\u5e1d\u94b1\u5b9e\u5fc3\u53cc\u8c94\u8c85\u846b\u82a6\u540a\u5760\u6302\u4ef6\u7537\u5973\u4e00\u5bf9\u94dc\u94b1\u76ae\u4e18\u94a5\u5319\u6263 1Pcs(\u4e94\u5e1d\u94b1-\u6811\u53f6\u7a7a\u5fc3\u846b\u82a6)", "asin": "B0C1M3MCJG", "price": "$18.21", "delivery": "$4.29 delivery Apr 29 - May 8"}, {"title": "xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\u7eaf\u9ec4\u94dc\u590d\u53e4\u4e94\u5e1d\u94b1\u5b9e\u5fc3\u53cc\u8c94\u8c85\u846b\u82a6\u540a\u5760\u6302\u4ef6\u7537\u5973\u4e00\u5bf9\u94dc\u94b1\u76ae\u4e18\u94a5\u5319\u6263 1Pcs(\u4e94\u5e1d\u94b1-\u6811\u53f6\u5b9e\u5fc3\u846b\u82a6)", "asin": "B0C1MMX1TF", "price": "$18.16", "delivery": "FREE delivery Apr 28 - May 19 Only 5 left in stock - order soon."}, {"title": "xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\u7eaf\u9ec4\u94dc\u590d\u53e4\u4e94\u5e1d\u94b1\u5b9e\u5fc3\u53cc\u8c94\u8c85\u846b\u82a6\u540a\u5760\u6302\u4ef6\u7537\u5973\u4e00\u5bf9\u94dc\u94b1\u76ae\u4e18\u94a5\u5319\u6263 1Pcs(\u4e94\u5e1d\u94b1-\u7c38\u7b95\u5b9e\u5fc3\u846b\u82a6+\u6811\u53f6)", "asin": "B0C1MR8CY5", "price": "$18.40", "delivery": "FREE delivery Apr 28 - May 19 Only 5 left in stock - order soon."}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T23:42:50.283Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T23:42:50.283Z\",\"action\": \"input\",\"acion_argument\": \"圆牌 吊坠 男\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T23:42:50.283Z\",\"action\": \"input\",\"acion_argument\": \"圆牌 吊坠 男\",}</answer>", "index": 82, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"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\": \"\\u540a\\u5760 \\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Fiusem\\n3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Silvadore\\n2/4/6mm Mens Necklace Gold/Silver Chain for Men - Stainless Steel Cuban Link Tone - NON-TARNISH & 100% Waterproof - Lifetime Jewelry UK - 18/20/22/24 Inch (2024 release)\", \"asin\": \"B0711XSV7B\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ChainsHouse\\nStainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\\\"-30\\\", Send Gift Box\", \"asin\": \"B0BQB953Z5\", \"price\": \"$22.68\", \"quantity\": \"\"},\n{\"title\": \"IOYYIO\\nFlexible Waterproof Braided Leather cord Chain Necklace for Men/Women, 2MM/3MM Brown/Black Woven Leather Rope Chain for pendant (Gift Box)\", \"asin\": \"B095W7J7D7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Monily\\nSquare Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women\", \"asin\": \"B075H1PDZF\", \"price\": \"$13.18\", \"quantity\": \"\"},\n{\"title\": \"ChainsHouse\\nStainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\\\"-30\\\", Send Gift Box\", \"asin\": \"B0BQB8ZDZG\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"LOLIAS\\nSilver Cross Necklace for Men Women 925 Sterling Silver Cross Pendant with 3mm Durable Stainless Steel Wheat Cross Chain, Crucifix Pendant Mens Cross Necklace Jewelry, 16-30 Inches\", \"asin\": \"B0BTM9NNV1\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"FindChic\\nMen Curb Chain Necklace 18K Gold Plated/Stainless Steel/Black Chunky Double Tight Cuban Link Hip Hop Neck Chains for Men Boys 3.5MM/5MM/6MM/7MM/9MM/12MM 14''-30'' 8 Length Options (Send Gift Box)\", \"asin\": \"B085SXJFC7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"KissYan\\nGold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men\", \"asin\": \"B0B6CHCJNF\", \"price\": \"$11.04\", \"quantity\": \"\"},\n{\"title\": \"CLASICOMIS\\nStackable Gold/Silver Chain for Men, 6/7 Pcs Stainless Steel Cross Chain Mens Necklace Jewelry Set for Men, 5/6 Chains + 1 Cross Pendant\", \"asin\": \"B0CRDX412H\", \"price\": \"$14.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\\\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.\", \"asin\": \"B0DK6ZX74H\"},\n{\"title\": \"Go to detail page for \\\"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\\\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.\", \"asin\": \"B0DK6XNNBZ\"},\n{\"title\": \"Go to detail page for \\\"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\\\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.\", \"asin\": \"B0DK6YMVY3\"}],\n\"search_results\": [{\"title\": \"Stackable Gold/Silver Chain for Men, 6/7 Pcs Stainless Steel Cross Chain Mens Necklace Jewelry Set for Men, 5/6 Chains + 1 Cross Pendant\", \"asin\": \"B0CRDX412H\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\\\"-30\\\", Send Gift Box\", \"asin\": \"B0BQB8ZDZG\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Flexible Waterproof Braided Leather cord Chain Necklace for Men/Women, 2MM/3MM Brown/Black Woven Leather Rope Chain for pendant (Gift Box)\", \"asin\": \"B095W7J7D7\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cuban Chain for Men 3.5mm/5mm/7mm/9mm Stainless Steel Men's Gold Chain Silver Chain Diamond Cut Hip Hop Link Chains Necklace 16-30 Inch\", \"asin\": \"B0CTQ6LRWQ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Waterproof Braided Leather Necklace Wax Rope Chain, Customize Available, 2/3mm Width, With Snap Clasp, 16\\u201d18\\\" 20\\\" 22\\\" 24\\\" 26\\\" 28\\\" 30\\\"-Send Gift Box\", \"asin\": \"B07K5S5XC9\", \"price\": \"$16.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"QianKao \\u5929\\u7136\\u6c34\\u6676\\u51b0\\u79cd\\u9ed1\\u66dc\\u77f3\\u8c94\\u8c85\\u540a\\u5760\\u7537\\u5973\\u6b3e\\u9879\\u94fe\\u751f\\u65e5\\u793c\\u7269(\\u5f69\\u773c\\u9ed1\\u66dc\\u77f3)\", \"asin\": \"B0BTNTYP8W\", \"price\": \"$50.88\", \"delivery\": \"FREE delivery Apr 16 - 24 Only 10 left in stock - order soon.\"},\n{\"title\": \"QianKao 1Pcs\\u4eff\\u9ec4\\u6c34\\u6676\\u8c94\\u8c85\\u540a\\u5760\\u9879\\u94fe\\u7537\\u5973\\u6b3e\\u78e8\\u7802\\u7409\\u7483\\u5f25\\u52d2\\u4f5b\\u540a\\u5760\\u6bdb\\u8863\\u94fe(\\u8c94\\u8c85)\", \"asin\": \"B0BYHJGL6N\", \"price\": \"$18.13\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u865a\\u7a7a\\u85cf\\u83e9\\u8428-\\u725b\\u864e)\", \"asin\": \"B0BTNTSKHB\", \"price\": \"$18.00\", \"delivery\": \"FREE delivery Apr 16 - 24 Only 10 left in stock - order soon.\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u5b9e\\u5fc3\\u846b\\u82a6)\", \"asin\": \"B0C1MDSBMW\", \"price\": \"$14.40\", \"delivery\": \"FREE delivery Apr 16 - 25 Only 3 left in stock - order soon.\"},\n{\"title\": \"QianKao \\u516d\\u5b57\\u7bb4\\u8a00\\u590d\\u53e4\\u505a\\u65e7\\u53e4\\u94dc\\u8272\\u8f6c\\u7ecf\\u7b52\\u540a\\u5760\\u7537\\u6c11\\u65cf\\u98ce\\u7eaf\\u94dc\\u540a\\u5760(\\u539f\\u8272\\u6b3e\\u5355\\u540a\\u5760)\", \"asin\": \"B0BW89NP22\", \"price\": \"$22.77\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u548c\\u7530\\u9752 White Jade Bangle Bracelet for Women \\u767d\\u7389\\u963f\\u5bcc\\u6c57\\u7389\\u5760\\u89c2\\u97f3\\u540a\\u5760\\u7537\\u6b3e\\u62a4\\u8eab\\u7b26\\u4e58\\u9f99\\u89c2\\u4e16\\u97f3\\u83e9\\u8428\\u7389\\u4f69\\u7389\\u77f3 3007\", \"asin\": \"B0F2Z8ZVMH\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"Compass Coin Pendant Necklace 3/4 inch - 18k Gold or Silver Plated - Adjustable 17-19 inch Chain - Spring Ring Closure - Long-Lasting\", \"asin\": \"B07N275N1B\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Waterproof Braided Leather Cord Chain Necklace, Men Women DIY Woven Wax Rope Chain for Pendant, Customize Available, 2/3mm Width, 16\\\" 18\\\" 20\\\" 22\\\" 24\\\" 26\\\" 28\\\" 30\\\" Length(with Gift Box)\", \"asin\": \"B0CZDNZR18\", \"price\": \"$16.62\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"ertified Grade A Jade Dragon and Phoenix Necklace, Dragon and Phoenix Brand pixiu God of Wealth Pendant Necklace for Couples, is an Eternal and Elegant Talisman of Happiness A Certified Burma Jadeite Women's Necklace Men's Necklace\", \"asin\": \"B0DRHXL8MN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Square Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women\", \"asin\": \"B075H1PDZF\", \"price\": \"$13.18\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"\\u548c\\u7530\\u9752 White Jade Bangle Bracelet for Women \\u767d\\u7389\\u963f\\u5bcc\\u6c57\\u7389\\u5760\\u89c2\\u97f3\\u540a\\u5760\\u7537\\u6b3e\\u62a4\\u8eab\\u7b26\\u4e58\\u9f99\\u89c2\\u4e16\\u97f3\\u83e9\\u8428\\u7389\\u4f69\\u7389\\u77f3 3008\", \"asin\": \"B0F2Z8KMBJ\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"QianKao \\u590d\\u53e4\\u505a\\u65e7\\u53e4\\u94dc\\u89c2\\u4e16\\u97f3\\u7eaf\\u94dc\\u540a\\u5760\\u4e00\\u7247\\u843d\\u53f6\\u83e9\\u8428\\u7537\\u5973\\u58eb\\u6302\\u5760(\\u5355\\u540a\\u5760)\", \"asin\": \"B0BW8CK61H\", \"price\": \"$19.67\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"QianKao \\u516d\\u5b57\\u7bb4\\u8a00\\u590d\\u53e4\\u505a\\u65e7\\u53e4\\u94dc\\u8272\\u8f6c\\u7ecf\\u7b52\\u540a\\u5760\\u7537\\u6c11\\u65cf\\u98ce\\u7eaf\\u94dc\\u540a\\u5760(\\u505a\\u65e7\\u6b3e\\u5355\\u540a\\u5760)\", \"asin\": \"B0BW8B48V1\", \"price\": \"$22.77\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u5b9e\\u5fc3\\u846b\\u82a6+\\u8c94\\u8c85)\", \"asin\": \"B0C1MDDKKL\", \"price\": \"$21.87\", \"delivery\": \"FREE delivery Apr 16 - 25 Only 3 left in stock - order soon.\"},\n{\"title\": \"14k Gold Cross Necklace for Men Large Gold Cross Pendant Figaro Chain for Mens 14K Chain 5mm Masculine Appeal 20, 22, 24 INCH\", \"asin\": \"B0D93G788D\", \"price\": \"$89.95\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Braided Leather 2MM/3MM Necklace Cord for Men with Stainless Steel Snap Clasp, Waterproof Woven Wax Rope Chain for Pendant with Delicate Gift Box\", \"asin\": \"B0CCXLC1PK\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2/4/6mm Mens Necklace Gold/Silver Chain for Men - Stainless Steel Cuban Link Tone - NON-TARNISH & 100% Waterproof - Lifetime Jewelry UK - 18/20/22/24 Inch (2024 release)\", \"asin\": \"B0711XSV7B\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gold Layered Necklaces for Women, 14K Dainty Gold Chain Necklace Women Trendy Cuban Link Paperclip Chain Toggle Clasp Necklace Fashion Chunky Jewelry for Women\", \"asin\": \"B0BNHZ5W6C\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"QianKao Lucky Mascot Ornaments Pendant Exorcism\\u9ed1\\u6a80\\u6728\\u590d\\u53e4\\u65f6\\u5c1a\\u6bdb\\u8863\\u94fe\\u540a\\u5760\\u7537\\u7b80\\u7ea6\\u51e0\\u4f55\\u578b\\u9879\\u94fe\\u767e\\u642d\\u68c9\\u9ebb\\u914d\\u9970\\u54c1\\u5973 (\\u4e00\\u70b9\\u95ea\\u9ed1\\u6a80\\u6728\\u76ae\\u7ef3\\u9879\\u94fe)\", \"asin\": \"B0BW8GHKX3\", \"price\": \"$18.99\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u666e\\u8d24\\u83e9\\u8428-\\u9f99\\u86c7)\", \"asin\": \"B0BTNTWJ4V\", \"price\": \"$27.87\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u5929\\u7136\\u7d2b\\u91d1\\u6731\\u7802\\u6302\\u5760\\u5409\\u7965\\u968f\\u8eab\\u7ea2\\u8fd0\\u6597\\u59c6\\u5143\\u541b\\u540a\\u5760\\u6302\\u4ef6 pendant \\u7537\\u58eb\\u5973\\u6b3e\", \"asin\": \"B0CT624KS6\", \"price\": \"$29.64\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"\\u6731\\u7802\\u5e73\\u5b89\\u9501\\u5973\\u9879\\u94fe\\u597d\\u8fd0\\u5e74\\u7537\\u540a\\u5760\\u6302\\u4ef6 pendant \\u957f\\u547d\\u9501\\u6302\\u4ef6, yellow, 9355968435700\", \"asin\": \"B0CT5ZW8S6\", \"price\": \"$23.39\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"Cross Necklace for Men, Silver Gold Stainless Steel Plain Cross Pendant Necklace for Men Cuban Chain 18-26 Inch\", \"asin\": \"B09Y5PD5PT\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"\\u6b63\\u54c1\\u7d2b\\u91d1\\u7802\\u5341\\u76f8\\u81ea\\u5728\\u540a\\u5760\\u7537\\u58eb\\u516d\\u5b57\\u771f\\u8a00\\u672c\\u547d\\u5e74\\u5e1d\\u738b\\u7802\\u94a5\\u5319\\u6263 < S-517807 >\", \"asin\": \"B0DQNRBCLW\", \"price\": \"$58.03\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u7a7a\\u5fc3\\u846b\\u82a6)\", \"asin\": \"B0C1M7KWRC\", \"price\": \"$18.21\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u5927\\u65e5\\u5982\\u6765-\\u7f8a\\u7334)\", \"asin\": \"B0BTNVV9V3\", \"price\": \"$27.89\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"xiexuelian \\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u5b9e\\u5fc3\\u846b\\u82a6+\\u798f\\u888b)\", \"asin\": \"B0BV9WVYM5\", \"price\": \"$19.88\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"WW-09L2300 Cinnabar Beads Bracelets Jewelry for Good Luck Men Women Amulet Jewelies \\u6731\\u7802\\u771f\\u54c1\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u6302\\u7ef3\\u914d\\u4ef6\\u5973\\u9879\\u94fe\\u7537\\u6b3e\\u672c\\u547d\\u5e74\\u7d2b\\u91d1\\u7802\\u7f16\\u7ec7\", \"asin\": \"B0DRFW732N\", \"price\": \"$48.02\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"QianKao 1Pcs\\u4eff\\u9ec4\\u6c34\\u6676\\u8c94\\u8c85\\u540a\\u5760\\u9879\\u94fe\\u7537\\u5973\\u6b3e\\u78e8\\u7802\\u7409\\u7483\\u5f25\\u52d2\\u4f5b\\u540a\\u5760\\u6bdb\\u8863\\u94fe(\\u9f99\\u724c)\", \"asin\": \"B0BYHKLRKQ\", \"price\": \"$18.13\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u9053\\u5bb6\\u63cf\\u91d1\\u6731\\u7802\\u9634\\u9633\\u4e94\\u884c\\u592a\\u6781\\u516b\\u5366\\u724c\\u5e73\\u5b89\\u6302\\u4ef6\\u7537\\u5973\\u58eb\\u540a\\u5760\\u6302\\u4ef6 pendant, yellow, 9355968440124\", \"asin\": \"B0CT61BBXJ\", \"price\": \"$27.56\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"\\u3010\\u548c\\u7530\\u7389 Wealth Green Hetian jade Bracelet Spiritual Gift \\u4e5d\\u9f99\\u62a4\\u4e3b\\u3011 \\u9f99\\u724c\\u540a\\u5760\\u7537\\u9752\\u7389\\u4e5d\\u9f99\\u6302\\u4ef6\\u53cc\\u9762\\u5de5\\u7389\\u4f69\\u751f\\u8096\\u9f99\\u9879\\u94fe H-1260\", \"asin\": \"B0F2641PXJ\", \"price\": \"$150.50\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u846b\\u82a6\\u560e\\u4e4c\\u76d2\\u540a\\u5760\\u7537\\u58eb\\u5973\\u6b3e\\u65b0\\u6b3e\\u94a5\\u5319\\u6263 Feng Shui bracelet lucky Coloured glaze keychain \\u624b\\u673a\\u7d2b\\u91d1\\u7802\\u798f\\u5b57\\u846b\\u82a6\\u540a\\u5760 = DSGSSDA-438811\", \"asin\": \"B0DR6KYX2Y\", \"price\": \"$44.34\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u846b\\u82a6\\u560e\\u4e4c\\u76d2\\u540a\\u5760\\u7537\\u58eb\\u5973\\u6b3e\\u65b0\\u6b3e\\u94a5\\u5319\\u6263 Feng Shui bracelet lucky Coloured glaze keychain \\u624b\\u673a\\u7d2b\\u91d1\\u7802\\u798f\\u5b57\\u846b\\u82a6\\u540a\\u5760 = DSGSSDA-438810\", \"asin\": \"B0DR6KYKLQ\", \"price\": \"$44.34\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u65b0\\u7586 Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7537\\u5973\\u6b3e Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u540a\\u5760\\u60c5\\u4fa3\\u7389\\u4f69\\u9879\\u94fe\\u6302\\u4ef6\\u6b63\\u54c1-Chu Wen Sheng2705\", \"asin\": \"B0F22C88Y4\", \"price\": \"$870.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"\\u65b0\\u7586 Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7537\\u5973\\u6b3e Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u540a\\u5760\\u60c5\\u4fa3\\u7389\\u4f69\\u9879\\u94fe\\u6302\\u4ef6\\u6b63\\u54c1-Chu Wen Sheng2706\", \"asin\": \"B0F2276KS5\", \"price\": \"$198.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ84Q7V\", \"price\": \"$38.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ6FTD3\", \"price\": \"$37.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ43PVG\", \"price\": \"$39.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u65b0\\u7586 Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7537\\u5973\\u6b3e Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u540a\\u5760\\u60c5\\u4fa3\\u7389\\u4f69\\u9879\\u94fe\\u6302\\u4ef6\\u6b63\\u54c1-Chu Wen Sheng2708\", \"asin\": \"B0F229GHJG\", \"price\": \"$318.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"\\u6731\\u7802\\u5341\\u5b57\\u67b6\\u540a\\u5760\\u6302\\u4ef6 pendant \\u7537\\u5973\\u6b3e\\u7d2b\\u91d1\\u7802\\u9879\\u5760\\u672c\\u547d\\u5e74\\u7ea2\\u8272\\u968f\\u8eab\\u6302\\u9970, yellow, 9355968435038\", \"asin\": \"B0CT6394MF\", \"price\": \"$30.95\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"QianKao Mascot Exorcism Ward Off Evil Spirits Bring Lucky \\u672c\\u547d\\u5e74\\u91d1\\u521a\\u7ed3\\u7ea2\\u7ef3\\u624b\\u7ef3\\u6c99\\u91d1\\u73d0\\u7405\\u540a\\u5760\\u53ef\\u8c03\\u8282\\u624b\\u94fe\\u7537\\u5973\\u6b3e\\u5e26\\u8d27(\\u7ea2\\u7ef3\\u00b7\\u5c81\\u5c81\\u5e73\\u5b89)\", \"asin\": \"B0C13WFD2K\", \"price\": \"$24.77\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ87186\", \"price\": \"$40.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ3XLD1\", \"price\": \"$44.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u9f99\\u724c\\u540a\\u5760\\u7537\\u5929\\u7136\\u539f\\u77ff\\u7d2b\\u91d1\\u7802\\u98de\\u9f99\\u65cb\\u8fd0\\u9879\\u94fe\\u5973\\u672c\\u547d\\u5e74\\u6302\\u4ef6 = DSGSSDA-439944\", \"asin\": \"B0DR74SLN6\", \"price\": \"$42.36\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u9ad8\\u542b\\u91cf\\u6676\\u4f53\\u7802\\u539f\\u77ff\\u695e\\u4e25\\u5492\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u540a\\u5760\\u7537\\u6b3e\\u6302\\u4ef6\\u5973\\u5e73\\u5b89 = DSGSSDA-440118\", \"asin\": \"B0DR78CF8H\", \"price\": \"$54.15\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u65b0\\u7586 Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7537\\u5973\\u6b3e Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u540a\\u5760\\u60c5\\u4fa3\\u7389\\u4f69\\u9879\\u94fe\\u6302\\u4ef6\\u6b63\\u54c1-Chu Wen Sheng2710\", \"asin\": \"B0F22BB1R4\", \"price\": \"$126.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"xiexuelian \\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u7a7a\\u5fc3\\u846b\\u82a6-\\u798f\\u888b)\", \"asin\": \"B0BV9YPW49\", \"price\": \"$19.89\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"\\u5929\\u7136\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u540a\\u5760\\u7537\\u58eb\\u5b88\\u62a4\\u795e\\u5973\\u9879\\u94fe\\u672c\\u547d\\u4f5b\\u724c\\u5e73\\u5b89\\u89c2\\u97f3\\u5982\\u6765\\u751f\\u8096\\u6302\\u4ef6 = DSGSSDA-439735\", \"asin\": \"B0DR75MK4Z\", \"price\": \"$49.20\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u6587\\u6b8a\\u83e9\\u8428-\\u5154)\", \"asin\": \"B0BTNWKHZZ\", \"price\": \"$27.89\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"Mascot pendant Men's and Women's Wear Accessories \\u6c11\\u65cf\\u98ce\\u9e21\\u7fc5\\u6728\\u8d28\\u4f5b\\u73e0\\u6bdb\\u8863\\u94fe\\u957f\\u6b3e\\u7537\\u9879\\u94fe\\u4eff\\u677e\\u77f3\\u540a\\u5760\\u6728\\u73e0\\u914d\\u9970 1Pcs(\\u7ea2\\u677e\\u77f3\\u957f\\u6761\\u6728\\u73e0\\u94fe)\", \"asin\": \"B0C7KD8B6J\", \"price\": \"$24.48\", \"delivery\": \"$4.99 delivery Apr 29 - May 8\"},\n{\"title\": \"\\u5929\\u7136\\u6731\\u7802\\u540a\\u5760\\u6302\\u4ef6 pendant \\u7537\\u5973\\u6b3e\\u9ad8\\u7eaf\\u5ea6\\u6676\\u4f53\\u672c\\u547d\\u5e74\\u5e73\\u5b89\\u6263\\u6bdb\\u8863\\u94fe, yellow, 9355968435366/831\", \"asin\": \"B0DKDTBX4M\", \"price\": \"$46.58\", \"delivery\": \"FREE delivery Apr 18 - 29\"},\n{\"title\": \"\\u5929\\u7136\\u7f05\\u7538\\u7fe1\\u7fe0 Fengshui Natural jadeite Jade Bangle Bracelet for Wome \\u89c2\\u97f3\\u666e\\u8d24\\u83e9\\u8428\\u7cef\\u6b3e\\u5f0f\\u7389\\u77f3\\u540a\\u5760\\u7537\\u5973\\u6b3e\\u6302\\u4ef6\\u9f99\\u86c7\\u5b88\\u62a4\\u795e H-1242\", \"asin\": \"B0F2654QHB\", \"price\": \"$126.39\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u5927\\u52bf\\u81f3\\u83e9\\u8428-\\u9a6c)\", \"asin\": \"B0BTNVJ3YS\", \"price\": \"$27.89\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u5929\\u7136\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u5c71\\u9b3c\\u82b1\\u94b1\\u540a\\u5760\\u7537\\u6b3e\\u9879\\u94fe\\u672c\\u547d\\u5e74\\u9053\\u5bb6\\u6302\\u4ef6\\u5973\\u6b3e\\u516b\\u5366\\u724c\\u9970\\u54c1\\u4ee4\\u724c = DSGSSDA-440038\", \"asin\": \"B0DR76YZ2T\", \"price\": \"$53.17\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u6811\\u53f6\\u7a7a\\u5fc3\\u846b\\u82a6)\", \"asin\": \"B0C1M3MCJG\", \"price\": \"$18.21\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u6811\\u53f6\\u5b9e\\u5fc3\\u846b\\u82a6)\", \"asin\": \"B0C1MMX1TF\", \"price\": \"$18.16\", \"delivery\": \"FREE delivery Apr 28 - May 19 Only 5 left in stock - order soon.\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u5b9e\\u5fc3\\u846b\\u82a6+\\u6811\\u53f6)\", \"asin\": \"B0C1MR8CY5\", \"price\": \"$18.40\", \"delivery\": \"FREE delivery Apr 28 - May 19 Only 5 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T23:42:50.283Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Fiusem\\n3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Silvadore\\n2/4/6mm Mens Necklace Gold/Silver Chain for Men - Stainless Steel Cuban Link Tone - NON-TARNISH & 100% Waterproof - Lifetime Jewelry UK - 18/20/22/24 Inch (2024 release)\", \"asin\": \"B0711XSV7B\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ChainsHouse\\nStainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\\\"-30\\\", Send Gift Box\", \"asin\": \"B0BQB953Z5\", \"price\": \"$22.68\", \"quantity\": \"\"},\n{\"title\": \"IOYYIO\\nFlexible Waterproof Braided Leather cord Chain Necklace for Men/Women, 2MM/3MM Brown/Black Woven Leather Rope Chain for pendant (Gift Box)\", \"asin\": \"B095W7J7D7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Monily\\nSquare Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women\", \"asin\": \"B075H1PDZF\", \"price\": \"$13.18\", \"quantity\": \"\"},\n{\"title\": \"ChainsHouse\\nStainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\\\"-30\\\", Send Gift Box\", \"asin\": \"B0BQB8ZDZG\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"LOLIAS\\nSilver Cross Necklace for Men Women 925 Sterling Silver Cross Pendant with 3mm Durable Stainless Steel Wheat Cross Chain, Crucifix Pendant Mens Cross Necklace Jewelry, 16-30 Inches\", \"asin\": \"B0BTM9NNV1\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"FindChic\\nMen Curb Chain Necklace 18K Gold Plated/Stainless Steel/Black Chunky Double Tight Cuban Link Hip Hop Neck Chains for Men Boys 3.5MM/5MM/6MM/7MM/9MM/12MM 14''-30'' 8 Length Options (Send Gift Box)\", \"asin\": \"B085SXJFC7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"KissYan\\nGold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men\", \"asin\": \"B0B6CHCJNF\", \"price\": \"$11.04\", \"quantity\": \"\"},\n{\"title\": \"CLASICOMIS\\nStackable Gold/Silver Chain for Men, 6/7 Pcs Stainless Steel Cross Chain Mens Necklace Jewelry Set for Men, 5/6 Chains + 1 Cross Pendant\", \"asin\": \"B0CRDX412H\", \"price\": \"$14.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\\\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.\", \"asin\": \"B0DK6ZX74H\"},\n{\"title\": \"Go to detail page for \\\"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\\\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.\", \"asin\": \"B0DK6XNNBZ\"},\n{\"title\": \"Go to detail page for \\\"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\\\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.\", \"asin\": \"B0DK6YMVY3\"}],\n\"search_results\": [{\"title\": \"Stackable Gold/Silver Chain for Men, 6/7 Pcs Stainless Steel Cross Chain Mens Necklace Jewelry Set for Men, 5/6 Chains + 1 Cross Pendant\", \"asin\": \"B0CRDX412H\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\\\"-30\\\", Send Gift Box\", \"asin\": \"B0BQB8ZDZG\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Flexible Waterproof Braided Leather cord Chain Necklace for Men/Women, 2MM/3MM Brown/Black Woven Leather Rope Chain for pendant (Gift Box)\", \"asin\": \"B095W7J7D7\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cuban Chain for Men 3.5mm/5mm/7mm/9mm Stainless Steel Men's Gold Chain Silver Chain Diamond Cut Hip Hop Link Chains Necklace 16-30 Inch\", \"asin\": \"B0CTQ6LRWQ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Waterproof Braided Leather Necklace Wax Rope Chain, Customize Available, 2/3mm Width, With Snap Clasp, 16\\u201d18\\\" 20\\\" 22\\\" 24\\\" 26\\\" 28\\\" 30\\\"-Send Gift Box\", \"asin\": \"B07K5S5XC9\", \"price\": \"$16.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"QianKao \\u5929\\u7136\\u6c34\\u6676\\u51b0\\u79cd\\u9ed1\\u66dc\\u77f3\\u8c94\\u8c85\\u540a\\u5760\\u7537\\u5973\\u6b3e\\u9879\\u94fe\\u751f\\u65e5\\u793c\\u7269(\\u5f69\\u773c\\u9ed1\\u66dc\\u77f3)\", \"asin\": \"B0BTNTYP8W\", \"price\": \"$50.88\", \"delivery\": \"FREE delivery Apr 16 - 24 Only 10 left in stock - order soon.\"},\n{\"title\": \"QianKao 1Pcs\\u4eff\\u9ec4\\u6c34\\u6676\\u8c94\\u8c85\\u540a\\u5760\\u9879\\u94fe\\u7537\\u5973\\u6b3e\\u78e8\\u7802\\u7409\\u7483\\u5f25\\u52d2\\u4f5b\\u540a\\u5760\\u6bdb\\u8863\\u94fe(\\u8c94\\u8c85)\", \"asin\": \"B0BYHJGL6N\", \"price\": \"$18.13\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u865a\\u7a7a\\u85cf\\u83e9\\u8428-\\u725b\\u864e)\", \"asin\": \"B0BTNTSKHB\", \"price\": \"$18.00\", \"delivery\": \"FREE delivery Apr 16 - 24 Only 10 left in stock - order soon.\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u5b9e\\u5fc3\\u846b\\u82a6)\", \"asin\": \"B0C1MDSBMW\", \"price\": \"$14.40\", \"delivery\": \"FREE delivery Apr 16 - 25 Only 3 left in stock - order soon.\"},\n{\"title\": \"QianKao \\u516d\\u5b57\\u7bb4\\u8a00\\u590d\\u53e4\\u505a\\u65e7\\u53e4\\u94dc\\u8272\\u8f6c\\u7ecf\\u7b52\\u540a\\u5760\\u7537\\u6c11\\u65cf\\u98ce\\u7eaf\\u94dc\\u540a\\u5760(\\u539f\\u8272\\u6b3e\\u5355\\u540a\\u5760)\", \"asin\": \"B0BW89NP22\", \"price\": \"$22.77\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u548c\\u7530\\u9752 White Jade Bangle Bracelet for Women \\u767d\\u7389\\u963f\\u5bcc\\u6c57\\u7389\\u5760\\u89c2\\u97f3\\u540a\\u5760\\u7537\\u6b3e\\u62a4\\u8eab\\u7b26\\u4e58\\u9f99\\u89c2\\u4e16\\u97f3\\u83e9\\u8428\\u7389\\u4f69\\u7389\\u77f3 3007\", \"asin\": \"B0F2Z8ZVMH\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"Compass Coin Pendant Necklace 3/4 inch - 18k Gold or Silver Plated - Adjustable 17-19 inch Chain - Spring Ring Closure - Long-Lasting\", \"asin\": \"B07N275N1B\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Waterproof Braided Leather Cord Chain Necklace, Men Women DIY Woven Wax Rope Chain for Pendant, Customize Available, 2/3mm Width, 16\\\" 18\\\" 20\\\" 22\\\" 24\\\" 26\\\" 28\\\" 30\\\" Length(with Gift Box)\", \"asin\": \"B0CZDNZR18\", \"price\": \"$16.62\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"ertified Grade A Jade Dragon and Phoenix Necklace, Dragon and Phoenix Brand pixiu God of Wealth Pendant Necklace for Couples, is an Eternal and Elegant Talisman of Happiness A Certified Burma Jadeite Women's Necklace Men's Necklace\", \"asin\": \"B0DRHXL8MN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Square Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women\", \"asin\": \"B075H1PDZF\", \"price\": \"$13.18\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"\\u548c\\u7530\\u9752 White Jade Bangle Bracelet for Women \\u767d\\u7389\\u963f\\u5bcc\\u6c57\\u7389\\u5760\\u89c2\\u97f3\\u540a\\u5760\\u7537\\u6b3e\\u62a4\\u8eab\\u7b26\\u4e58\\u9f99\\u89c2\\u4e16\\u97f3\\u83e9\\u8428\\u7389\\u4f69\\u7389\\u77f3 3008\", \"asin\": \"B0F2Z8KMBJ\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"QianKao \\u590d\\u53e4\\u505a\\u65e7\\u53e4\\u94dc\\u89c2\\u4e16\\u97f3\\u7eaf\\u94dc\\u540a\\u5760\\u4e00\\u7247\\u843d\\u53f6\\u83e9\\u8428\\u7537\\u5973\\u58eb\\u6302\\u5760(\\u5355\\u540a\\u5760)\", \"asin\": \"B0BW8CK61H\", \"price\": \"$19.67\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"QianKao \\u516d\\u5b57\\u7bb4\\u8a00\\u590d\\u53e4\\u505a\\u65e7\\u53e4\\u94dc\\u8272\\u8f6c\\u7ecf\\u7b52\\u540a\\u5760\\u7537\\u6c11\\u65cf\\u98ce\\u7eaf\\u94dc\\u540a\\u5760(\\u505a\\u65e7\\u6b3e\\u5355\\u540a\\u5760)\", \"asin\": \"B0BW8B48V1\", \"price\": \"$22.77\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u5b9e\\u5fc3\\u846b\\u82a6+\\u8c94\\u8c85)\", \"asin\": \"B0C1MDDKKL\", \"price\": \"$21.87\", \"delivery\": \"FREE delivery Apr 16 - 25 Only 3 left in stock - order soon.\"},\n{\"title\": \"14k Gold Cross Necklace for Men Large Gold Cross Pendant Figaro Chain for Mens 14K Chain 5mm Masculine Appeal 20, 22, 24 INCH\", \"asin\": \"B0D93G788D\", \"price\": \"$89.95\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Braided Leather 2MM/3MM Necklace Cord for Men with Stainless Steel Snap Clasp, Waterproof Woven Wax Rope Chain for Pendant with Delicate Gift Box\", \"asin\": \"B0CCXLC1PK\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2/4/6mm Mens Necklace Gold/Silver Chain for Men - Stainless Steel Cuban Link Tone - NON-TARNISH & 100% Waterproof - Lifetime Jewelry UK - 18/20/22/24 Inch (2024 release)\", \"asin\": \"B0711XSV7B\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gold Layered Necklaces for Women, 14K Dainty Gold Chain Necklace Women Trendy Cuban Link Paperclip Chain Toggle Clasp Necklace Fashion Chunky Jewelry for Women\", \"asin\": \"B0BNHZ5W6C\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"QianKao Lucky Mascot Ornaments Pendant Exorcism\\u9ed1\\u6a80\\u6728\\u590d\\u53e4\\u65f6\\u5c1a\\u6bdb\\u8863\\u94fe\\u540a\\u5760\\u7537\\u7b80\\u7ea6\\u51e0\\u4f55\\u578b\\u9879\\u94fe\\u767e\\u642d\\u68c9\\u9ebb\\u914d\\u9970\\u54c1\\u5973 (\\u4e00\\u70b9\\u95ea\\u9ed1\\u6a80\\u6728\\u76ae\\u7ef3\\u9879\\u94fe)\", \"asin\": \"B0BW8GHKX3\", \"price\": \"$18.99\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u666e\\u8d24\\u83e9\\u8428-\\u9f99\\u86c7)\", \"asin\": \"B0BTNTWJ4V\", \"price\": \"$27.87\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u5929\\u7136\\u7d2b\\u91d1\\u6731\\u7802\\u6302\\u5760\\u5409\\u7965\\u968f\\u8eab\\u7ea2\\u8fd0\\u6597\\u59c6\\u5143\\u541b\\u540a\\u5760\\u6302\\u4ef6 pendant \\u7537\\u58eb\\u5973\\u6b3e\", \"asin\": \"B0CT624KS6\", \"price\": \"$29.64\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"\\u6731\\u7802\\u5e73\\u5b89\\u9501\\u5973\\u9879\\u94fe\\u597d\\u8fd0\\u5e74\\u7537\\u540a\\u5760\\u6302\\u4ef6 pendant \\u957f\\u547d\\u9501\\u6302\\u4ef6, yellow, 9355968435700\", \"asin\": \"B0CT5ZW8S6\", \"price\": \"$23.39\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"Cross Necklace for Men, Silver Gold Stainless Steel Plain Cross Pendant Necklace for Men Cuban Chain 18-26 Inch\", \"asin\": \"B09Y5PD5PT\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"\\u6b63\\u54c1\\u7d2b\\u91d1\\u7802\\u5341\\u76f8\\u81ea\\u5728\\u540a\\u5760\\u7537\\u58eb\\u516d\\u5b57\\u771f\\u8a00\\u672c\\u547d\\u5e74\\u5e1d\\u738b\\u7802\\u94a5\\u5319\\u6263 < S-517807 >\", \"asin\": \"B0DQNRBCLW\", \"price\": \"$58.03\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u7a7a\\u5fc3\\u846b\\u82a6)\", \"asin\": \"B0C1M7KWRC\", \"price\": \"$18.21\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u5927\\u65e5\\u5982\\u6765-\\u7f8a\\u7334)\", \"asin\": \"B0BTNVV9V3\", \"price\": \"$27.89\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"xiexuelian \\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u5b9e\\u5fc3\\u846b\\u82a6+\\u798f\\u888b)\", \"asin\": \"B0BV9WVYM5\", \"price\": \"$19.88\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"WW-09L2300 Cinnabar Beads Bracelets Jewelry for Good Luck Men Women Amulet Jewelies \\u6731\\u7802\\u771f\\u54c1\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u6302\\u7ef3\\u914d\\u4ef6\\u5973\\u9879\\u94fe\\u7537\\u6b3e\\u672c\\u547d\\u5e74\\u7d2b\\u91d1\\u7802\\u7f16\\u7ec7\", \"asin\": \"B0DRFW732N\", \"price\": \"$48.02\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"QianKao 1Pcs\\u4eff\\u9ec4\\u6c34\\u6676\\u8c94\\u8c85\\u540a\\u5760\\u9879\\u94fe\\u7537\\u5973\\u6b3e\\u78e8\\u7802\\u7409\\u7483\\u5f25\\u52d2\\u4f5b\\u540a\\u5760\\u6bdb\\u8863\\u94fe(\\u9f99\\u724c)\", \"asin\": \"B0BYHKLRKQ\", \"price\": \"$18.13\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u9053\\u5bb6\\u63cf\\u91d1\\u6731\\u7802\\u9634\\u9633\\u4e94\\u884c\\u592a\\u6781\\u516b\\u5366\\u724c\\u5e73\\u5b89\\u6302\\u4ef6\\u7537\\u5973\\u58eb\\u540a\\u5760\\u6302\\u4ef6 pendant, yellow, 9355968440124\", \"asin\": \"B0CT61BBXJ\", \"price\": \"$27.56\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"\\u3010\\u548c\\u7530\\u7389 Wealth Green Hetian jade Bracelet Spiritual Gift \\u4e5d\\u9f99\\u62a4\\u4e3b\\u3011 \\u9f99\\u724c\\u540a\\u5760\\u7537\\u9752\\u7389\\u4e5d\\u9f99\\u6302\\u4ef6\\u53cc\\u9762\\u5de5\\u7389\\u4f69\\u751f\\u8096\\u9f99\\u9879\\u94fe H-1260\", \"asin\": \"B0F2641PXJ\", \"price\": \"$150.50\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u846b\\u82a6\\u560e\\u4e4c\\u76d2\\u540a\\u5760\\u7537\\u58eb\\u5973\\u6b3e\\u65b0\\u6b3e\\u94a5\\u5319\\u6263 Feng Shui bracelet lucky Coloured glaze keychain \\u624b\\u673a\\u7d2b\\u91d1\\u7802\\u798f\\u5b57\\u846b\\u82a6\\u540a\\u5760 = DSGSSDA-438811\", \"asin\": \"B0DR6KYX2Y\", \"price\": \"$44.34\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u846b\\u82a6\\u560e\\u4e4c\\u76d2\\u540a\\u5760\\u7537\\u58eb\\u5973\\u6b3e\\u65b0\\u6b3e\\u94a5\\u5319\\u6263 Feng Shui bracelet lucky Coloured glaze keychain \\u624b\\u673a\\u7d2b\\u91d1\\u7802\\u798f\\u5b57\\u846b\\u82a6\\u540a\\u5760 = DSGSSDA-438810\", \"asin\": \"B0DR6KYKLQ\", \"price\": \"$44.34\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u65b0\\u7586 Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7537\\u5973\\u6b3e Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u540a\\u5760\\u60c5\\u4fa3\\u7389\\u4f69\\u9879\\u94fe\\u6302\\u4ef6\\u6b63\\u54c1-Chu Wen Sheng2705\", \"asin\": \"B0F22C88Y4\", \"price\": \"$870.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"\\u65b0\\u7586 Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7537\\u5973\\u6b3e Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u540a\\u5760\\u60c5\\u4fa3\\u7389\\u4f69\\u9879\\u94fe\\u6302\\u4ef6\\u6b63\\u54c1-Chu Wen Sheng2706\", \"asin\": \"B0F2276KS5\", \"price\": \"$198.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ84Q7V\", \"price\": \"$38.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ6FTD3\", \"price\": \"$37.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ43PVG\", \"price\": \"$39.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u65b0\\u7586 Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7537\\u5973\\u6b3e Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u540a\\u5760\\u60c5\\u4fa3\\u7389\\u4f69\\u9879\\u94fe\\u6302\\u4ef6\\u6b63\\u54c1-Chu Wen Sheng2708\", \"asin\": \"B0F229GHJG\", \"price\": \"$318.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"\\u6731\\u7802\\u5341\\u5b57\\u67b6\\u540a\\u5760\\u6302\\u4ef6 pendant \\u7537\\u5973\\u6b3e\\u7d2b\\u91d1\\u7802\\u9879\\u5760\\u672c\\u547d\\u5e74\\u7ea2\\u8272\\u968f\\u8eab\\u6302\\u9970, yellow, 9355968435038\", \"asin\": \"B0CT6394MF\", \"price\": \"$30.95\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"QianKao Mascot Exorcism Ward Off Evil Spirits Bring Lucky \\u672c\\u547d\\u5e74\\u91d1\\u521a\\u7ed3\\u7ea2\\u7ef3\\u624b\\u7ef3\\u6c99\\u91d1\\u73d0\\u7405\\u540a\\u5760\\u53ef\\u8c03\\u8282\\u624b\\u94fe\\u7537\\u5973\\u6b3e\\u5e26\\u8d27(\\u7ea2\\u7ef3\\u00b7\\u5c81\\u5c81\\u5e73\\u5b89)\", \"asin\": \"B0C13WFD2K\", \"price\": \"$24.77\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ87186\", \"price\": \"$40.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ3XLD1\", \"price\": \"$44.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u9f99\\u724c\\u540a\\u5760\\u7537\\u5929\\u7136\\u539f\\u77ff\\u7d2b\\u91d1\\u7802\\u98de\\u9f99\\u65cb\\u8fd0\\u9879\\u94fe\\u5973\\u672c\\u547d\\u5e74\\u6302\\u4ef6 = DSGSSDA-439944\", \"asin\": \"B0DR74SLN6\", \"price\": \"$42.36\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u9ad8\\u542b\\u91cf\\u6676\\u4f53\\u7802\\u539f\\u77ff\\u695e\\u4e25\\u5492\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u540a\\u5760\\u7537\\u6b3e\\u6302\\u4ef6\\u5973\\u5e73\\u5b89 = DSGSSDA-440118\", \"asin\": \"B0DR78CF8H\", \"price\": \"$54.15\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u65b0\\u7586 Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7537\\u5973\\u6b3e Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u540a\\u5760\\u60c5\\u4fa3\\u7389\\u4f69\\u9879\\u94fe\\u6302\\u4ef6\\u6b63\\u54c1-Chu Wen Sheng2710\", \"asin\": \"B0F22BB1R4\", \"price\": \"$126.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"xiexuelian \\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u7a7a\\u5fc3\\u846b\\u82a6-\\u798f\\u888b)\", \"asin\": \"B0BV9YPW49\", \"price\": \"$19.89\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"\\u5929\\u7136\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u540a\\u5760\\u7537\\u58eb\\u5b88\\u62a4\\u795e\\u5973\\u9879\\u94fe\\u672c\\u547d\\u4f5b\\u724c\\u5e73\\u5b89\\u89c2\\u97f3\\u5982\\u6765\\u751f\\u8096\\u6302\\u4ef6 = DSGSSDA-439735\", \"asin\": \"B0DR75MK4Z\", \"price\": \"$49.20\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u6587\\u6b8a\\u83e9\\u8428-\\u5154)\", \"asin\": \"B0BTNWKHZZ\", \"price\": \"$27.89\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"Mascot pendant Men's and Women's Wear Accessories \\u6c11\\u65cf\\u98ce\\u9e21\\u7fc5\\u6728\\u8d28\\u4f5b\\u73e0\\u6bdb\\u8863\\u94fe\\u957f\\u6b3e\\u7537\\u9879\\u94fe\\u4eff\\u677e\\u77f3\\u540a\\u5760\\u6728\\u73e0\\u914d\\u9970 1Pcs(\\u7ea2\\u677e\\u77f3\\u957f\\u6761\\u6728\\u73e0\\u94fe)\", \"asin\": \"B0C7KD8B6J\", \"price\": \"$24.48\", \"delivery\": \"$4.99 delivery Apr 29 - May 8\"},\n{\"title\": \"\\u5929\\u7136\\u6731\\u7802\\u540a\\u5760\\u6302\\u4ef6 pendant \\u7537\\u5973\\u6b3e\\u9ad8\\u7eaf\\u5ea6\\u6676\\u4f53\\u672c\\u547d\\u5e74\\u5e73\\u5b89\\u6263\\u6bdb\\u8863\\u94fe, yellow, 9355968435366/831\", \"asin\": \"B0DKDTBX4M\", \"price\": \"$46.58\", \"delivery\": \"FREE delivery Apr 18 - 29\"},\n{\"title\": \"\\u5929\\u7136\\u7f05\\u7538\\u7fe1\\u7fe0 Fengshui Natural jadeite Jade Bangle Bracelet for Wome \\u89c2\\u97f3\\u666e\\u8d24\\u83e9\\u8428\\u7cef\\u6b3e\\u5f0f\\u7389\\u77f3\\u540a\\u5760\\u7537\\u5973\\u6b3e\\u6302\\u4ef6\\u9f99\\u86c7\\u5b88\\u62a4\\u795e H-1242\", \"asin\": \"B0F2654QHB\", \"price\": \"$126.39\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u5927\\u52bf\\u81f3\\u83e9\\u8428-\\u9a6c)\", \"asin\": \"B0BTNVJ3YS\", \"price\": \"$27.89\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u5929\\u7136\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u5c71\\u9b3c\\u82b1\\u94b1\\u540a\\u5760\\u7537\\u6b3e\\u9879\\u94fe\\u672c\\u547d\\u5e74\\u9053\\u5bb6\\u6302\\u4ef6\\u5973\\u6b3e\\u516b\\u5366\\u724c\\u9970\\u54c1\\u4ee4\\u724c = DSGSSDA-440038\", \"asin\": \"B0DR76YZ2T\", \"price\": \"$53.17\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u6811\\u53f6\\u7a7a\\u5fc3\\u846b\\u82a6)\", \"asin\": \"B0C1M3MCJG\", \"price\": \"$18.21\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u6811\\u53f6\\u5b9e\\u5fc3\\u846b\\u82a6)\", \"asin\": \"B0C1MMX1TF\", \"price\": \"$18.16\", \"delivery\": \"FREE delivery Apr 28 - May 19 Only 5 left in stock - order soon.\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u5b9e\\u5fc3\\u846b\\u82a6+\\u6811\\u53f6)\", \"asin\": \"B0C1MR8CY5\", \"price\": \"$18.40\", \"delivery\": \"FREE delivery Apr 28 - May 19 Only 5 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T23:42:50.544Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-07T23:42:50.544Z
click
search
rule
train
83
2025-04-07T23:42:50.544Z
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u5706\u724c \u540a\u5760 \u7537"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Fiusem\n3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch", "asin": "B095JQ46X8", "price": "$18.99", "quantity": ""}, {"title": "Silvadore\n2/4/6mm Mens Necklace Gold/Silver Chain for Men - Stainless Steel Cuban Link Tone - NON-TARNISH & 100% Waterproof - Lifetime Jewelry UK - 18/20/22/24 Inch (2024 release)", "asin": "B0711XSV7B", "price": "$29.99", "quantity": ""}, {"title": "ChainsHouse\nStainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\"-30\", Send Gift Box", "asin": "B0BQB953Z5", "price": "$22.68", "quantity": ""}, {"title": "IOYYIO\nFlexible Waterproof Braided Leather cord Chain Necklace for Men/Women, 2MM/3MM Brown/Black Woven Leather Rope Chain for pendant (Gift Box)", "asin": "B095W7J7D7", "price": "$15.99", "quantity": ""}, {"title": "Monily\nSquare Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women", "asin": "B075H1PDZF", "price": "$13.18", "quantity": ""}, {"title": "ChainsHouse\nStainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\"-30\", Send Gift Box", "asin": "B0BQB8ZDZG", "price": "$19.98", "quantity": ""}, {"title": "LOLIAS\nSilver Cross Necklace for Men Women 925 Sterling Silver Cross Pendant with 3mm Durable Stainless Steel Wheat Cross Chain, Crucifix Pendant Mens Cross Necklace Jewelry, 16-30 Inches", "asin": "B0BTM9NNV1", "price": "$27.99", "quantity": ""}, {"title": "FindChic\nMen Curb Chain Necklace 18K Gold Plated/Stainless Steel/Black Chunky Double Tight Cuban Link Hip Hop Neck Chains for Men Boys 3.5MM/5MM/6MM/7MM/9MM/12MM 14''-30'' 8 Length Options (Send Gift Box)", "asin": "B085SXJFC7", "price": "$15.99", "quantity": ""}, {"title": "KissYan\nGold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men", "asin": "B0B6CHCJNF", "price": "$11.04", "quantity": ""}, {"title": "CLASICOMIS\nStackable Gold/Silver Chain for Men, 6/7 Pcs Stainless Steel Cross Chain Mens Necklace Jewelry Set for Men, 5/6 Chains + 1 Cross Pendant", "asin": "B0CRDX412H", "price": "$14.98", "quantity": ""}], "ads": [{"title": "Go to detail page for \"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.", "asin": "B0DK6ZX74H"}, {"title": "Go to detail page for \"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.", "asin": "B0DK6XNNBZ"}, {"title": "Go to detail page for \"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.", "asin": "B0DK6YMVY3"}], "search_results": [{"title": "Stackable Gold/Silver Chain for Men, 6/7 Pcs Stainless Steel Cross Chain Mens Necklace Jewelry Set for Men, 5/6 Chains + 1 Cross Pendant", "asin": "B0CRDX412H", "price": "$14.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Stainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\"-30\", Send Gift Box", "asin": "B0BQB8ZDZG", "price": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Flexible Waterproof Braided Leather cord Chain Necklace for Men/Women, 2MM/3MM Brown/Black Woven Leather Rope Chain for pendant (Gift Box)", "asin": "B095W7J7D7", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cuban Chain for Men 3.5mm/5mm/7mm/9mm Stainless Steel Men's Gold Chain Silver Chain Diamond Cut Hip Hop Link Chains Necklace 16-30 Inch", "asin": "B0CTQ6LRWQ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men Waterproof Braided Leather Necklace Wax Rope Chain, Customize Available, 2/3mm Width, With Snap Clasp, 16\u201d18\" 20\" 22\" 24\" 26\" 28\" 30\"-Send Gift Box", "asin": "B07K5S5XC9", "price": "$16.49", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "QianKao \u5929\u7136\u6c34\u6676\u51b0\u79cd\u9ed1\u66dc\u77f3\u8c94\u8c85\u540a\u5760\u7537\u5973\u6b3e\u9879\u94fe\u751f\u65e5\u793c\u7269(\u5f69\u773c\u9ed1\u66dc\u77f3)", "asin": "B0BTNTYP8W", "price": "$50.88", "delivery": "FREE delivery Apr 16 - 24 Only 10 left in stock - order soon."}, {"title": "QianKao 1Pcs\u4eff\u9ec4\u6c34\u6676\u8c94\u8c85\u540a\u5760\u9879\u94fe\u7537\u5973\u6b3e\u78e8\u7802\u7409\u7483\u5f25\u52d2\u4f5b\u540a\u5760\u6bdb\u8863\u94fe(\u8c94\u8c85)", "asin": "B0BYHJGL6N", "price": "$18.13", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\u4eff\u9ed1\u66dc\u77f3\u672c\u547d\u4f5b\u540a\u5760\u516b\u5927\u5b88\u62a4\u795e\u83e9\u8428\u540a\u5760\u6c34\u6676\u7537\u5973\u6b3e\u9879\u94fe(\u865a\u7a7a\u85cf\u83e9\u8428-\u725b\u864e)", "asin": "B0BTNTSKHB", "price": "$18.00", "delivery": "FREE delivery Apr 16 - 24 Only 10 left in stock - order soon."}, {"title": "xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\u7eaf\u9ec4\u94dc\u590d\u53e4\u4e94\u5e1d\u94b1\u5b9e\u5fc3\u53cc\u8c94\u8c85\u846b\u82a6\u540a\u5760\u6302\u4ef6\u7537\u5973\u4e00\u5bf9\u94dc\u94b1\u76ae\u4e18\u94a5\u5319\u6263 1Pcs(\u4e94\u5e1d\u94b1-\u7c38\u7b95\u5b9e\u5fc3\u846b\u82a6)", "asin": "B0C1MDSBMW", "price": "$14.40", "delivery": "FREE delivery Apr 16 - 25 Only 3 left in stock - order soon."}, {"title": "QianKao \u516d\u5b57\u7bb4\u8a00\u590d\u53e4\u505a\u65e7\u53e4\u94dc\u8272\u8f6c\u7ecf\u7b52\u540a\u5760\u7537\u6c11\u65cf\u98ce\u7eaf\u94dc\u540a\u5760(\u539f\u8272\u6b3e\u5355\u540a\u5760)", "asin": "B0BW89NP22", "price": "$22.77", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "\u548c\u7530\u9752 White Jade Bangle Bracelet for Women \u767d\u7389\u963f\u5bcc\u6c57\u7389\u5760\u89c2\u97f3\u540a\u5760\u7537\u6b3e\u62a4\u8eab\u7b26\u4e58\u9f99\u89c2\u4e16\u97f3\u83e9\u8428\u7389\u4f69\u7389\u77f3 3007", "asin": "B0F2Z8ZVMH", "price": "$38.40", "delivery": "FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16"}, {"title": "Compass Coin Pendant Necklace 3/4 inch - 18k Gold or Silver Plated - Adjustable 17-19 inch Chain - Spring Ring Closure - Long-Lasting", "asin": "B07N275N1B", "price": "$70.00", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Waterproof Braided Leather Cord Chain Necklace, Men Women DIY Woven Wax Rope Chain for Pendant, Customize Available, 2/3mm Width, 16\" 18\" 20\" 22\" 24\" 26\" 28\" 30\" Length(with Gift Box)", "asin": "B0CZDNZR18", "price": "$16.62", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "ertified Grade A Jade Dragon and Phoenix Necklace, Dragon and Phoenix Brand pixiu God of Wealth Pendant Necklace for Couples, is an Eternal and Elegant Talisman of Happiness A Certified Burma Jadeite Women's Necklace Men's Necklace", "asin": "B0DRHXL8MN", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Square Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women", "asin": "B075H1PDZF", "price": "$13.18", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "\u548c\u7530\u9752 White Jade Bangle Bracelet for Women \u767d\u7389\u963f\u5bcc\u6c57\u7389\u5760\u89c2\u97f3\u540a\u5760\u7537\u6b3e\u62a4\u8eab\u7b26\u4e58\u9f99\u89c2\u4e16\u97f3\u83e9\u8428\u7389\u4f69\u7389\u77f3 3008", "asin": "B0F2Z8KMBJ", "price": "$38.40", "delivery": "FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16"}, {"title": "QianKao \u590d\u53e4\u505a\u65e7\u53e4\u94dc\u89c2\u4e16\u97f3\u7eaf\u94dc\u540a\u5760\u4e00\u7247\u843d\u53f6\u83e9\u8428\u7537\u5973\u58eb\u6302\u5760(\u5355\u540a\u5760)", "asin": "B0BW8CK61H", "price": "$19.67", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "QianKao \u516d\u5b57\u7bb4\u8a00\u590d\u53e4\u505a\u65e7\u53e4\u94dc\u8272\u8f6c\u7ecf\u7b52\u540a\u5760\u7537\u6c11\u65cf\u98ce\u7eaf\u94dc\u540a\u5760(\u505a\u65e7\u6b3e\u5355\u540a\u5760)", "asin": "B0BW8B48V1", "price": "$22.77", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\u7eaf\u9ec4\u94dc\u590d\u53e4\u4e94\u5e1d\u94b1\u5b9e\u5fc3\u53cc\u8c94\u8c85\u846b\u82a6\u540a\u5760\u6302\u4ef6\u7537\u5973\u4e00\u5bf9\u94dc\u94b1\u76ae\u4e18\u94a5\u5319\u6263 1Pcs(\u4e94\u5e1d\u94b1-\u7c38\u7b95\u5b9e\u5fc3\u846b\u82a6+\u8c94\u8c85)", "asin": "B0C1MDDKKL", "price": "$21.87", "delivery": "FREE delivery Apr 16 - 25 Only 3 left in stock - order soon."}, {"title": "14k Gold Cross Necklace for Men Large Gold Cross Pendant Figaro Chain for Mens 14K Chain 5mm Masculine Appeal 20, 22, 24 INCH", "asin": "B0D93G788D", "price": "$89.95", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Braided Leather 2MM/3MM Necklace Cord for Men with Stainless Steel Snap Clasp, Waterproof Woven Wax Rope Chain for Pendant with Delicate Gift Box", "asin": "B0CCXLC1PK", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "2/4/6mm Mens Necklace Gold/Silver Chain for Men - Stainless Steel Cuban Link Tone - NON-TARNISH & 100% Waterproof - Lifetime Jewelry UK - 18/20/22/24 Inch (2024 release)", "asin": "B0711XSV7B", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Gold Layered Necklaces for Women, 14K Dainty Gold Chain Necklace Women Trendy Cuban Link Paperclip Chain Toggle Clasp Necklace Fashion Chunky Jewelry for Women", "asin": "B0BNHZ5W6C", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "QianKao Lucky Mascot Ornaments Pendant Exorcism\u9ed1\u6a80\u6728\u590d\u53e4\u65f6\u5c1a\u6bdb\u8863\u94fe\u540a\u5760\u7537\u7b80\u7ea6\u51e0\u4f55\u578b\u9879\u94fe\u767e\u642d\u68c9\u9ebb\u914d\u9970\u54c1\u5973 (\u4e00\u70b9\u95ea\u9ed1\u6a80\u6728\u76ae\u7ef3\u9879\u94fe)", "asin": "B0BW8GHKX3", "price": "$18.99", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\u4eff\u9ed1\u66dc\u77f3\u672c\u547d\u4f5b\u540a\u5760\u516b\u5927\u5b88\u62a4\u795e\u83e9\u8428\u540a\u5760\u6c34\u6676\u7537\u5973\u6b3e\u9879\u94fe(\u666e\u8d24\u83e9\u8428-\u9f99\u86c7)", "asin": "B0BTNTWJ4V", "price": "$27.87", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "\u5929\u7136\u7d2b\u91d1\u6731\u7802\u6302\u5760\u5409\u7965\u968f\u8eab\u7ea2\u8fd0\u6597\u59c6\u5143\u541b\u540a\u5760\u6302\u4ef6 pendant \u7537\u58eb\u5973\u6b3e", "asin": "B0CT624KS6", "price": "$29.64", "delivery": "FREE delivery Apr 22 - May 2"}, {"title": "\u6731\u7802\u5e73\u5b89\u9501\u5973\u9879\u94fe\u597d\u8fd0\u5e74\u7537\u540a\u5760\u6302\u4ef6 pendant \u957f\u547d\u9501\u6302\u4ef6, yellow, 9355968435700", "asin": "B0CT5ZW8S6", "price": "$23.39", "delivery": "FREE delivery Apr 22 - May 2"}, {"title": "Cross Necklace for Men, Silver Gold Stainless Steel Plain Cross Pendant Necklace for Men Cuban Chain 18-26 Inch", "asin": "B09Y5PD5PT", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "\u6b63\u54c1\u7d2b\u91d1\u7802\u5341\u76f8\u81ea\u5728\u540a\u5760\u7537\u58eb\u516d\u5b57\u771f\u8a00\u672c\u547d\u5e74\u5e1d\u738b\u7802\u94a5\u5319\u6263 < S-517807 >", "asin": "B0DQNRBCLW", "price": "$58.03", "delivery": "FREE delivery May 1 - 12"}, {"title": "xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\u7eaf\u9ec4\u94dc\u590d\u53e4\u4e94\u5e1d\u94b1\u5b9e\u5fc3\u53cc\u8c94\u8c85\u846b\u82a6\u540a\u5760\u6302\u4ef6\u7537\u5973\u4e00\u5bf9\u94dc\u94b1\u76ae\u4e18\u94a5\u5319\u6263 1Pcs(\u4e94\u5e1d\u94b1-\u7c38\u7b95\u7a7a\u5fc3\u846b\u82a6)", "asin": "B0C1M7KWRC", "price": "$18.21", "delivery": "$4.29 delivery Apr 29 - May 8"}, {"title": "QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\u4eff\u9ed1\u66dc\u77f3\u672c\u547d\u4f5b\u540a\u5760\u516b\u5927\u5b88\u62a4\u795e\u83e9\u8428\u540a\u5760\u6c34\u6676\u7537\u5973\u6b3e\u9879\u94fe(\u5927\u65e5\u5982\u6765-\u7f8a\u7334)", "asin": "B0BTNVV9V3", "price": "$27.89", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "xiexuelian \u7eaf\u9ec4\u94dc\u590d\u53e4\u4e94\u5e1d\u94b1\u5b9e\u5fc3\u53cc\u8c94\u8c85\u846b\u82a6\u540a\u5760\u6302\u4ef6\u7537\u5973\u4e00\u5bf9\u94dc\u94b1\u76ae\u4e18\u94a5\u5319\u6263(\u4e94\u5e1d\u94b1-\u7c38\u7b95\u5b9e\u5fc3\u846b\u82a6+\u798f\u888b)", "asin": "B0BV9WVYM5", "price": "$19.88", "delivery": "$4.29 delivery Apr 29 - May 8"}, {"title": "WW-09L2300 Cinnabar Beads Bracelets Jewelry for Good Luck Men Women Amulet Jewelies \u6731\u7802\u771f\u54c1\u5e73\u5b89\u6263\u540a\u5760\u6302\u7ef3\u914d\u4ef6\u5973\u9879\u94fe\u7537\u6b3e\u672c\u547d\u5e74\u7d2b\u91d1\u7802\u7f16\u7ec7", "asin": "B0DRFW732N", "price": "$48.02", "delivery": "FREE delivery May 1 - 12"}, {"title": "QianKao 1Pcs\u4eff\u9ec4\u6c34\u6676\u8c94\u8c85\u540a\u5760\u9879\u94fe\u7537\u5973\u6b3e\u78e8\u7802\u7409\u7483\u5f25\u52d2\u4f5b\u540a\u5760\u6bdb\u8863\u94fe(\u9f99\u724c)", "asin": "B0BYHKLRKQ", "price": "$18.13", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "\u9053\u5bb6\u63cf\u91d1\u6731\u7802\u9634\u9633\u4e94\u884c\u592a\u6781\u516b\u5366\u724c\u5e73\u5b89\u6302\u4ef6\u7537\u5973\u58eb\u540a\u5760\u6302\u4ef6 pendant, yellow, 9355968440124", "asin": "B0CT61BBXJ", "price": "$27.56", "delivery": "FREE delivery Apr 22 - May 2"}, {"title": "\u3010\u548c\u7530\u7389 Wealth Green Hetian jade Bracelet Spiritual Gift \u4e5d\u9f99\u62a4\u4e3b\u3011 \u9f99\u724c\u540a\u5760\u7537\u9752\u7389\u4e5d\u9f99\u6302\u4ef6\u53cc\u9762\u5de5\u7389\u4f69\u751f\u8096\u9f99\u9879\u94fe H-1260", "asin": "B0F2641PXJ", "price": "$150.50", "delivery": "FREE delivery May 1 - 12"}, {"title": "\u6731\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \u846b\u82a6\u560e\u4e4c\u76d2\u540a\u5760\u7537\u58eb\u5973\u6b3e\u65b0\u6b3e\u94a5\u5319\u6263 Feng Shui bracelet lucky Coloured glaze keychain \u624b\u673a\u7d2b\u91d1\u7802\u798f\u5b57\u846b\u82a6\u540a\u5760 = DSGSSDA-438811", "asin": "B0DR6KYX2Y", "price": "$44.34", "delivery": "FREE delivery May 1 - 12"}, {"title": "\u6731\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \u846b\u82a6\u560e\u4e4c\u76d2\u540a\u5760\u7537\u58eb\u5973\u6b3e\u65b0\u6b3e\u94a5\u5319\u6263 Feng Shui bracelet lucky Coloured glaze keychain \u624b\u673a\u7d2b\u91d1\u7802\u798f\u5b57\u846b\u82a6\u540a\u5760 = DSGSSDA-438810", "asin": "B0DR6KYKLQ", "price": "$44.34", "delivery": "FREE delivery May 1 - 12"}, {"title": "\u65b0\u7586 Hetian Jade Stretch Bracelet Natural \u548c\u7530\u7389\u5e73\u5b89\u6263\u540a\u5760\u7537\u5973\u6b3e Hetian Jade Stretch Bracelet Natural \u548c\u7530\u7389\u540a\u5760\u60c5\u4fa3\u7389\u4f69\u9879\u94fe\u6302\u4ef6\u6b63\u54c1-Chu Wen Sheng2705", "asin": "B0F22C88Y4", "price": "$870.40", "delivery": "FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16"}, {"title": "\u65b0\u7586 Hetian Jade Stretch Bracelet Natural \u548c\u7530\u7389\u5e73\u5b89\u6263\u540a\u5760\u7537\u5973\u6b3e Hetian Jade Stretch Bracelet Natural \u548c\u7530\u7389\u540a\u5760\u60c5\u4fa3\u7389\u4f69\u9879\u94fe\u6302\u4ef6\u6b63\u54c1-Chu Wen Sheng2706", "asin": "B0F2276KS5", "price": "$198.40", "delivery": "FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16"}, {"title": "\u9879\u94fe\u5973\u7537\u6b3e\u7d2b\u91d1\u7802\u6e29\u6da6\u7b80\u7ea6\u5927\u6c14 \u540a\u5760", "asin": "B0BVQ84Q7V", "price": "$38.00", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "\u9879\u94fe\u5973\u7537\u6b3e\u7d2b\u91d1\u7802\u6e29\u6da6\u7b80\u7ea6\u5927\u6c14 \u540a\u5760", "asin": "B0BVQ6FTD3", "price": "$37.00", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "\u9879\u94fe\u5973\u7537\u6b3e\u7d2b\u91d1\u7802\u6e29\u6da6\u7b80\u7ea6\u5927\u6c14 \u540a\u5760", "asin": "B0BVQ43PVG", "price": "$39.00", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "\u65b0\u7586 Hetian Jade Stretch Bracelet Natural \u548c\u7530\u7389\u5e73\u5b89\u6263\u540a\u5760\u7537\u5973\u6b3e Hetian Jade Stretch Bracelet Natural \u548c\u7530\u7389\u540a\u5760\u60c5\u4fa3\u7389\u4f69\u9879\u94fe\u6302\u4ef6\u6b63\u54c1-Chu Wen Sheng2708", "asin": "B0F229GHJG", "price": "$318.40", "delivery": "FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16"}, {"title": "\u6731\u7802\u5341\u5b57\u67b6\u540a\u5760\u6302\u4ef6 pendant \u7537\u5973\u6b3e\u7d2b\u91d1\u7802\u9879\u5760\u672c\u547d\u5e74\u7ea2\u8272\u968f\u8eab\u6302\u9970, yellow, 9355968435038", "asin": "B0CT6394MF", "price": "$30.95", "delivery": "FREE delivery Apr 22 - May 2"}, {"title": "QianKao Mascot Exorcism Ward Off Evil Spirits Bring Lucky \u672c\u547d\u5e74\u91d1\u521a\u7ed3\u7ea2\u7ef3\u624b\u7ef3\u6c99\u91d1\u73d0\u7405\u540a\u5760\u53ef\u8c03\u8282\u624b\u94fe\u7537\u5973\u6b3e\u5e26\u8d27(\u7ea2\u7ef3\u00b7\u5c81\u5c81\u5e73\u5b89)", "asin": "B0C13WFD2K", "price": "$24.77", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "\u9879\u94fe\u5973\u7537\u6b3e\u7d2b\u91d1\u7802\u6e29\u6da6\u7b80\u7ea6\u5927\u6c14 \u540a\u5760", "asin": "B0BVQ87186", "price": "$40.00", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "\u9879\u94fe\u5973\u7537\u6b3e\u7d2b\u91d1\u7802\u6e29\u6da6\u7b80\u7ea6\u5927\u6c14 \u540a\u5760", "asin": "B0BVQ3XLD1", "price": "$44.00", "delivery": "$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17"}, {"title": "\u6731\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \u9f99\u724c\u540a\u5760\u7537\u5929\u7136\u539f\u77ff\u7d2b\u91d1\u7802\u98de\u9f99\u65cb\u8fd0\u9879\u94fe\u5973\u672c\u547d\u5e74\u6302\u4ef6 = DSGSSDA-439944", "asin": "B0DR74SLN6", "price": "$42.36", "delivery": "FREE delivery May 1 - 12"}, {"title": "\u9ad8\u542b\u91cf\u6676\u4f53\u7802\u539f\u77ff\u695e\u4e25\u5492\u6731\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \u540a\u5760\u7537\u6b3e\u6302\u4ef6\u5973\u5e73\u5b89 = DSGSSDA-440118", "asin": "B0DR78CF8H", "price": "$54.15", "delivery": "FREE delivery May 1 - 12"}, {"title": "\u65b0\u7586 Hetian Jade Stretch Bracelet Natural \u548c\u7530\u7389\u5e73\u5b89\u6263\u540a\u5760\u7537\u5973\u6b3e Hetian Jade Stretch Bracelet Natural \u548c\u7530\u7389\u540a\u5760\u60c5\u4fa3\u7389\u4f69\u9879\u94fe\u6302\u4ef6\u6b63\u54c1-Chu Wen Sheng2710", "asin": "B0F22BB1R4", "price": "$126.40", "delivery": "FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16"}, {"title": "xiexuelian \u7eaf\u9ec4\u94dc\u590d\u53e4\u4e94\u5e1d\u94b1\u5b9e\u5fc3\u53cc\u8c94\u8c85\u846b\u82a6\u540a\u5760\u6302\u4ef6\u7537\u5973\u4e00\u5bf9\u94dc\u94b1\u76ae\u4e18\u94a5\u5319\u6263(\u4e94\u5e1d\u94b1-\u7c38\u7b95\u7a7a\u5fc3\u846b\u82a6-\u798f\u888b)", "asin": "B0BV9YPW49", "price": "$19.89", "delivery": "$4.29 delivery Apr 29 - May 8"}, {"title": "\u5929\u7136\u6731\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \u540a\u5760\u7537\u58eb\u5b88\u62a4\u795e\u5973\u9879\u94fe\u672c\u547d\u4f5b\u724c\u5e73\u5b89\u89c2\u97f3\u5982\u6765\u751f\u8096\u6302\u4ef6 = DSGSSDA-439735", "asin": "B0DR75MK4Z", "price": "$49.20", "delivery": "FREE delivery May 1 - 12"}, {"title": "QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\u4eff\u9ed1\u66dc\u77f3\u672c\u547d\u4f5b\u540a\u5760\u516b\u5927\u5b88\u62a4\u795e\u83e9\u8428\u540a\u5760\u6c34\u6676\u7537\u5973\u6b3e\u9879\u94fe(\u6587\u6b8a\u83e9\u8428-\u5154)", "asin": "B0BTNWKHZZ", "price": "$27.89", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "Mascot pendant Men's and Women's Wear Accessories \u6c11\u65cf\u98ce\u9e21\u7fc5\u6728\u8d28\u4f5b\u73e0\u6bdb\u8863\u94fe\u957f\u6b3e\u7537\u9879\u94fe\u4eff\u677e\u77f3\u540a\u5760\u6728\u73e0\u914d\u9970 1Pcs(\u7ea2\u677e\u77f3\u957f\u6761\u6728\u73e0\u94fe)", "asin": "B0C7KD8B6J", "price": "$24.48", "delivery": "$4.99 delivery Apr 29 - May 8"}, {"title": "\u5929\u7136\u6731\u7802\u540a\u5760\u6302\u4ef6 pendant \u7537\u5973\u6b3e\u9ad8\u7eaf\u5ea6\u6676\u4f53\u672c\u547d\u5e74\u5e73\u5b89\u6263\u6bdb\u8863\u94fe, yellow, 9355968435366/831", "asin": "B0DKDTBX4M", "price": "$46.58", "delivery": "FREE delivery Apr 18 - 29"}, {"title": "\u5929\u7136\u7f05\u7538\u7fe1\u7fe0 Fengshui Natural jadeite Jade Bangle Bracelet for Wome \u89c2\u97f3\u666e\u8d24\u83e9\u8428\u7cef\u6b3e\u5f0f\u7389\u77f3\u540a\u5760\u7537\u5973\u6b3e\u6302\u4ef6\u9f99\u86c7\u5b88\u62a4\u795e H-1242", "asin": "B0F2654QHB", "price": "$126.39", "delivery": "FREE delivery May 1 - 12"}, {"title": "QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\u4eff\u9ed1\u66dc\u77f3\u672c\u547d\u4f5b\u540a\u5760\u516b\u5927\u5b88\u62a4\u795e\u83e9\u8428\u540a\u5760\u6c34\u6676\u7537\u5973\u6b3e\u9879\u94fe(\u5927\u52bf\u81f3\u83e9\u8428-\u9a6c)", "asin": "B0BTNVJ3YS", "price": "$27.89", "delivery": "$4.99 delivery Apr 21 - May 2"}, {"title": "\u5929\u7136\u6731\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \u5c71\u9b3c\u82b1\u94b1\u540a\u5760\u7537\u6b3e\u9879\u94fe\u672c\u547d\u5e74\u9053\u5bb6\u6302\u4ef6\u5973\u6b3e\u516b\u5366\u724c\u9970\u54c1\u4ee4\u724c = DSGSSDA-440038", "asin": "B0DR76YZ2T", "price": "$53.17", "delivery": "FREE delivery May 1 - 12"}, {"title": "xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\u7eaf\u9ec4\u94dc\u590d\u53e4\u4e94\u5e1d\u94b1\u5b9e\u5fc3\u53cc\u8c94\u8c85\u846b\u82a6\u540a\u5760\u6302\u4ef6\u7537\u5973\u4e00\u5bf9\u94dc\u94b1\u76ae\u4e18\u94a5\u5319\u6263 1Pcs(\u4e94\u5e1d\u94b1-\u6811\u53f6\u7a7a\u5fc3\u846b\u82a6)", "asin": "B0C1M3MCJG", "price": "$18.21", "delivery": "$4.29 delivery Apr 29 - May 8"}, {"title": "xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\u7eaf\u9ec4\u94dc\u590d\u53e4\u4e94\u5e1d\u94b1\u5b9e\u5fc3\u53cc\u8c94\u8c85\u846b\u82a6\u540a\u5760\u6302\u4ef6\u7537\u5973\u4e00\u5bf9\u94dc\u94b1\u76ae\u4e18\u94a5\u5319\u6263 1Pcs(\u4e94\u5e1d\u94b1-\u6811\u53f6\u5b9e\u5fc3\u846b\u82a6)", "asin": "B0C1MMX1TF", "price": "$18.16", "delivery": "FREE delivery Apr 28 - May 19 Only 5 left in stock - order soon."}, {"title": "xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\u7eaf\u9ec4\u94dc\u590d\u53e4\u4e94\u5e1d\u94b1\u5b9e\u5fc3\u53cc\u8c94\u8c85\u846b\u82a6\u540a\u5760\u6302\u4ef6\u7537\u5973\u4e00\u5bf9\u94dc\u94b1\u76ae\u4e18\u94a5\u5319\u6263 1Pcs(\u4e94\u5e1d\u94b1-\u7c38\u7b95\u5b9e\u5fc3\u846b\u82a6+\u6811\u53f6)", "asin": "B0C1MR8CY5", "price": "$18.40", "delivery": "FREE delivery Apr 28 - May 19 Only 5 left in stock - order soon."}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-07T23:42:50.544Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-07T23:42:50.544Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-07T23:42:50.544Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 83, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Fiusem\\n3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Silvadore\\n2/4/6mm Mens Necklace Gold/Silver Chain for Men - Stainless Steel Cuban Link Tone - NON-TARNISH & 100% Waterproof - Lifetime Jewelry UK - 18/20/22/24 Inch (2024 release)\", \"asin\": \"B0711XSV7B\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ChainsHouse\\nStainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\\\"-30\\\", Send Gift Box\", \"asin\": \"B0BQB953Z5\", \"price\": \"$22.68\", \"quantity\": \"\"},\n{\"title\": \"IOYYIO\\nFlexible Waterproof Braided Leather cord Chain Necklace for Men/Women, 2MM/3MM Brown/Black Woven Leather Rope Chain for pendant (Gift Box)\", \"asin\": \"B095W7J7D7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Monily\\nSquare Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women\", \"asin\": \"B075H1PDZF\", \"price\": \"$13.18\", \"quantity\": \"\"},\n{\"title\": \"ChainsHouse\\nStainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\\\"-30\\\", Send Gift Box\", \"asin\": \"B0BQB8ZDZG\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"LOLIAS\\nSilver Cross Necklace for Men Women 925 Sterling Silver Cross Pendant with 3mm Durable Stainless Steel Wheat Cross Chain, Crucifix Pendant Mens Cross Necklace Jewelry, 16-30 Inches\", \"asin\": \"B0BTM9NNV1\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"FindChic\\nMen Curb Chain Necklace 18K Gold Plated/Stainless Steel/Black Chunky Double Tight Cuban Link Hip Hop Neck Chains for Men Boys 3.5MM/5MM/6MM/7MM/9MM/12MM 14''-30'' 8 Length Options (Send Gift Box)\", \"asin\": \"B085SXJFC7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"KissYan\\nGold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men\", \"asin\": \"B0B6CHCJNF\", \"price\": \"$11.04\", \"quantity\": \"\"},\n{\"title\": \"CLASICOMIS\\nStackable Gold/Silver Chain for Men, 6/7 Pcs Stainless Steel Cross Chain Mens Necklace Jewelry Set for Men, 5/6 Chains + 1 Cross Pendant\", \"asin\": \"B0CRDX412H\", \"price\": \"$14.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\\\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.\", \"asin\": \"B0DK6ZX74H\"},\n{\"title\": \"Go to detail page for \\\"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\\\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.\", \"asin\": \"B0DK6XNNBZ\"},\n{\"title\": \"Go to detail page for \\\"Fiusem Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches.\\\" Rated 4.6 out of 5 stars by 27 reviews. Eligible for Prime.\", \"asin\": \"B0DK6YMVY3\"}],\n\"search_results\": [{\"title\": \"Stackable Gold/Silver Chain for Men, 6/7 Pcs Stainless Steel Cross Chain Mens Necklace Jewelry Set for Men, 5/6 Chains + 1 Cross Pendant\", \"asin\": \"B0CRDX412H\", \"price\": \"$14.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Stainless Steel Mens Cuban Link Chain, Black/18K Gold Miami Cuban Chain Necklace, 5mm/7mm/9mm/12mm/14mm Width, No Tarnish& Durable Hip Hop Mens Jewelry, 18\\\"-30\\\", Send Gift Box\", \"asin\": \"B0BQB8ZDZG\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Flexible Waterproof Braided Leather cord Chain Necklace for Men/Women, 2MM/3MM Brown/Black Woven Leather Rope Chain for pendant (Gift Box)\", \"asin\": \"B095W7J7D7\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cuban Chain for Men 3.5mm/5mm/7mm/9mm Stainless Steel Men's Gold Chain Silver Chain Diamond Cut Hip Hop Link Chains Necklace 16-30 Inch\", \"asin\": \"B0CTQ6LRWQ\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Waterproof Braided Leather Necklace Wax Rope Chain, Customize Available, 2/3mm Width, With Snap Clasp, 16\\u201d18\\\" 20\\\" 22\\\" 24\\\" 26\\\" 28\\\" 30\\\"-Send Gift Box\", \"asin\": \"B07K5S5XC9\", \"price\": \"$16.49\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"QianKao \\u5929\\u7136\\u6c34\\u6676\\u51b0\\u79cd\\u9ed1\\u66dc\\u77f3\\u8c94\\u8c85\\u540a\\u5760\\u7537\\u5973\\u6b3e\\u9879\\u94fe\\u751f\\u65e5\\u793c\\u7269(\\u5f69\\u773c\\u9ed1\\u66dc\\u77f3)\", \"asin\": \"B0BTNTYP8W\", \"price\": \"$50.88\", \"delivery\": \"FREE delivery Apr 16 - 24 Only 10 left in stock - order soon.\"},\n{\"title\": \"QianKao 1Pcs\\u4eff\\u9ec4\\u6c34\\u6676\\u8c94\\u8c85\\u540a\\u5760\\u9879\\u94fe\\u7537\\u5973\\u6b3e\\u78e8\\u7802\\u7409\\u7483\\u5f25\\u52d2\\u4f5b\\u540a\\u5760\\u6bdb\\u8863\\u94fe(\\u8c94\\u8c85)\", \"asin\": \"B0BYHJGL6N\", \"price\": \"$18.13\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u865a\\u7a7a\\u85cf\\u83e9\\u8428-\\u725b\\u864e)\", \"asin\": \"B0BTNTSKHB\", \"price\": \"$18.00\", \"delivery\": \"FREE delivery Apr 16 - 24 Only 10 left in stock - order soon.\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u5b9e\\u5fc3\\u846b\\u82a6)\", \"asin\": \"B0C1MDSBMW\", \"price\": \"$14.40\", \"delivery\": \"FREE delivery Apr 16 - 25 Only 3 left in stock - order soon.\"},\n{\"title\": \"QianKao \\u516d\\u5b57\\u7bb4\\u8a00\\u590d\\u53e4\\u505a\\u65e7\\u53e4\\u94dc\\u8272\\u8f6c\\u7ecf\\u7b52\\u540a\\u5760\\u7537\\u6c11\\u65cf\\u98ce\\u7eaf\\u94dc\\u540a\\u5760(\\u539f\\u8272\\u6b3e\\u5355\\u540a\\u5760)\", \"asin\": \"B0BW89NP22\", \"price\": \"$22.77\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u548c\\u7530\\u9752 White Jade Bangle Bracelet for Women \\u767d\\u7389\\u963f\\u5bcc\\u6c57\\u7389\\u5760\\u89c2\\u97f3\\u540a\\u5760\\u7537\\u6b3e\\u62a4\\u8eab\\u7b26\\u4e58\\u9f99\\u89c2\\u4e16\\u97f3\\u83e9\\u8428\\u7389\\u4f69\\u7389\\u77f3 3007\", \"asin\": \"B0F2Z8ZVMH\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"Compass Coin Pendant Necklace 3/4 inch - 18k Gold or Silver Plated - Adjustable 17-19 inch Chain - Spring Ring Closure - Long-Lasting\", \"asin\": \"B07N275N1B\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Waterproof Braided Leather Cord Chain Necklace, Men Women DIY Woven Wax Rope Chain for Pendant, Customize Available, 2/3mm Width, 16\\\" 18\\\" 20\\\" 22\\\" 24\\\" 26\\\" 28\\\" 30\\\" Length(with Gift Box)\", \"asin\": \"B0CZDNZR18\", \"price\": \"$16.62\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"ertified Grade A Jade Dragon and Phoenix Necklace, Dragon and Phoenix Brand pixiu God of Wealth Pendant Necklace for Couples, is an Eternal and Elegant Talisman of Happiness A Certified Burma Jadeite Women's Necklace Men's Necklace\", \"asin\": \"B0DRHXL8MN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Square Rolo Chain Necklace Stainless Steel Round Box Necklace for Men & Women\", \"asin\": \"B075H1PDZF\", \"price\": \"$13.18\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"\\u548c\\u7530\\u9752 White Jade Bangle Bracelet for Women \\u767d\\u7389\\u963f\\u5bcc\\u6c57\\u7389\\u5760\\u89c2\\u97f3\\u540a\\u5760\\u7537\\u6b3e\\u62a4\\u8eab\\u7b26\\u4e58\\u9f99\\u89c2\\u4e16\\u97f3\\u83e9\\u8428\\u7389\\u4f69\\u7389\\u77f3 3008\", \"asin\": \"B0F2Z8KMBJ\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"QianKao \\u590d\\u53e4\\u505a\\u65e7\\u53e4\\u94dc\\u89c2\\u4e16\\u97f3\\u7eaf\\u94dc\\u540a\\u5760\\u4e00\\u7247\\u843d\\u53f6\\u83e9\\u8428\\u7537\\u5973\\u58eb\\u6302\\u5760(\\u5355\\u540a\\u5760)\", \"asin\": \"B0BW8CK61H\", \"price\": \"$19.67\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"QianKao \\u516d\\u5b57\\u7bb4\\u8a00\\u590d\\u53e4\\u505a\\u65e7\\u53e4\\u94dc\\u8272\\u8f6c\\u7ecf\\u7b52\\u540a\\u5760\\u7537\\u6c11\\u65cf\\u98ce\\u7eaf\\u94dc\\u540a\\u5760(\\u505a\\u65e7\\u6b3e\\u5355\\u540a\\u5760)\", \"asin\": \"B0BW8B48V1\", \"price\": \"$22.77\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u5b9e\\u5fc3\\u846b\\u82a6+\\u8c94\\u8c85)\", \"asin\": \"B0C1MDDKKL\", \"price\": \"$21.87\", \"delivery\": \"FREE delivery Apr 16 - 25 Only 3 left in stock - order soon.\"},\n{\"title\": \"14k Gold Cross Necklace for Men Large Gold Cross Pendant Figaro Chain for Mens 14K Chain 5mm Masculine Appeal 20, 22, 24 INCH\", \"asin\": \"B0D93G788D\", \"price\": \"$89.95\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Braided Leather 2MM/3MM Necklace Cord for Men with Stainless Steel Snap Clasp, Waterproof Woven Wax Rope Chain for Pendant with Delicate Gift Box\", \"asin\": \"B0CCXLC1PK\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2/4/6mm Mens Necklace Gold/Silver Chain for Men - Stainless Steel Cuban Link Tone - NON-TARNISH & 100% Waterproof - Lifetime Jewelry UK - 18/20/22/24 Inch (2024 release)\", \"asin\": \"B0711XSV7B\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gold Layered Necklaces for Women, 14K Dainty Gold Chain Necklace Women Trendy Cuban Link Paperclip Chain Toggle Clasp Necklace Fashion Chunky Jewelry for Women\", \"asin\": \"B0BNHZ5W6C\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"QianKao Lucky Mascot Ornaments Pendant Exorcism\\u9ed1\\u6a80\\u6728\\u590d\\u53e4\\u65f6\\u5c1a\\u6bdb\\u8863\\u94fe\\u540a\\u5760\\u7537\\u7b80\\u7ea6\\u51e0\\u4f55\\u578b\\u9879\\u94fe\\u767e\\u642d\\u68c9\\u9ebb\\u914d\\u9970\\u54c1\\u5973 (\\u4e00\\u70b9\\u95ea\\u9ed1\\u6a80\\u6728\\u76ae\\u7ef3\\u9879\\u94fe)\", \"asin\": \"B0BW8GHKX3\", \"price\": \"$18.99\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u666e\\u8d24\\u83e9\\u8428-\\u9f99\\u86c7)\", \"asin\": \"B0BTNTWJ4V\", \"price\": \"$27.87\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u5929\\u7136\\u7d2b\\u91d1\\u6731\\u7802\\u6302\\u5760\\u5409\\u7965\\u968f\\u8eab\\u7ea2\\u8fd0\\u6597\\u59c6\\u5143\\u541b\\u540a\\u5760\\u6302\\u4ef6 pendant \\u7537\\u58eb\\u5973\\u6b3e\", \"asin\": \"B0CT624KS6\", \"price\": \"$29.64\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"\\u6731\\u7802\\u5e73\\u5b89\\u9501\\u5973\\u9879\\u94fe\\u597d\\u8fd0\\u5e74\\u7537\\u540a\\u5760\\u6302\\u4ef6 pendant \\u957f\\u547d\\u9501\\u6302\\u4ef6, yellow, 9355968435700\", \"asin\": \"B0CT5ZW8S6\", \"price\": \"$23.39\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"Cross Necklace for Men, Silver Gold Stainless Steel Plain Cross Pendant Necklace for Men Cuban Chain 18-26 Inch\", \"asin\": \"B09Y5PD5PT\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"\\u6b63\\u54c1\\u7d2b\\u91d1\\u7802\\u5341\\u76f8\\u81ea\\u5728\\u540a\\u5760\\u7537\\u58eb\\u516d\\u5b57\\u771f\\u8a00\\u672c\\u547d\\u5e74\\u5e1d\\u738b\\u7802\\u94a5\\u5319\\u6263 < S-517807 >\", \"asin\": \"B0DQNRBCLW\", \"price\": \"$58.03\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u7a7a\\u5fc3\\u846b\\u82a6)\", \"asin\": \"B0C1M7KWRC\", \"price\": \"$18.21\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u5927\\u65e5\\u5982\\u6765-\\u7f8a\\u7334)\", \"asin\": \"B0BTNVV9V3\", \"price\": \"$27.89\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"xiexuelian \\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u5b9e\\u5fc3\\u846b\\u82a6+\\u798f\\u888b)\", \"asin\": \"B0BV9WVYM5\", \"price\": \"$19.88\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"WW-09L2300 Cinnabar Beads Bracelets Jewelry for Good Luck Men Women Amulet Jewelies \\u6731\\u7802\\u771f\\u54c1\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u6302\\u7ef3\\u914d\\u4ef6\\u5973\\u9879\\u94fe\\u7537\\u6b3e\\u672c\\u547d\\u5e74\\u7d2b\\u91d1\\u7802\\u7f16\\u7ec7\", \"asin\": \"B0DRFW732N\", \"price\": \"$48.02\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"QianKao 1Pcs\\u4eff\\u9ec4\\u6c34\\u6676\\u8c94\\u8c85\\u540a\\u5760\\u9879\\u94fe\\u7537\\u5973\\u6b3e\\u78e8\\u7802\\u7409\\u7483\\u5f25\\u52d2\\u4f5b\\u540a\\u5760\\u6bdb\\u8863\\u94fe(\\u9f99\\u724c)\", \"asin\": \"B0BYHKLRKQ\", \"price\": \"$18.13\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u9053\\u5bb6\\u63cf\\u91d1\\u6731\\u7802\\u9634\\u9633\\u4e94\\u884c\\u592a\\u6781\\u516b\\u5366\\u724c\\u5e73\\u5b89\\u6302\\u4ef6\\u7537\\u5973\\u58eb\\u540a\\u5760\\u6302\\u4ef6 pendant, yellow, 9355968440124\", \"asin\": \"B0CT61BBXJ\", \"price\": \"$27.56\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"\\u3010\\u548c\\u7530\\u7389 Wealth Green Hetian jade Bracelet Spiritual Gift \\u4e5d\\u9f99\\u62a4\\u4e3b\\u3011 \\u9f99\\u724c\\u540a\\u5760\\u7537\\u9752\\u7389\\u4e5d\\u9f99\\u6302\\u4ef6\\u53cc\\u9762\\u5de5\\u7389\\u4f69\\u751f\\u8096\\u9f99\\u9879\\u94fe H-1260\", \"asin\": \"B0F2641PXJ\", \"price\": \"$150.50\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u846b\\u82a6\\u560e\\u4e4c\\u76d2\\u540a\\u5760\\u7537\\u58eb\\u5973\\u6b3e\\u65b0\\u6b3e\\u94a5\\u5319\\u6263 Feng Shui bracelet lucky Coloured glaze keychain \\u624b\\u673a\\u7d2b\\u91d1\\u7802\\u798f\\u5b57\\u846b\\u82a6\\u540a\\u5760 = DSGSSDA-438811\", \"asin\": \"B0DR6KYX2Y\", \"price\": \"$44.34\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u846b\\u82a6\\u560e\\u4e4c\\u76d2\\u540a\\u5760\\u7537\\u58eb\\u5973\\u6b3e\\u65b0\\u6b3e\\u94a5\\u5319\\u6263 Feng Shui bracelet lucky Coloured glaze keychain \\u624b\\u673a\\u7d2b\\u91d1\\u7802\\u798f\\u5b57\\u846b\\u82a6\\u540a\\u5760 = DSGSSDA-438810\", \"asin\": \"B0DR6KYKLQ\", \"price\": \"$44.34\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u65b0\\u7586 Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7537\\u5973\\u6b3e Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u540a\\u5760\\u60c5\\u4fa3\\u7389\\u4f69\\u9879\\u94fe\\u6302\\u4ef6\\u6b63\\u54c1-Chu Wen Sheng2705\", \"asin\": \"B0F22C88Y4\", \"price\": \"$870.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"\\u65b0\\u7586 Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7537\\u5973\\u6b3e Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u540a\\u5760\\u60c5\\u4fa3\\u7389\\u4f69\\u9879\\u94fe\\u6302\\u4ef6\\u6b63\\u54c1-Chu Wen Sheng2706\", \"asin\": \"B0F2276KS5\", \"price\": \"$198.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ84Q7V\", \"price\": \"$38.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ6FTD3\", \"price\": \"$37.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ43PVG\", \"price\": \"$39.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u65b0\\u7586 Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7537\\u5973\\u6b3e Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u540a\\u5760\\u60c5\\u4fa3\\u7389\\u4f69\\u9879\\u94fe\\u6302\\u4ef6\\u6b63\\u54c1-Chu Wen Sheng2708\", \"asin\": \"B0F229GHJG\", \"price\": \"$318.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"\\u6731\\u7802\\u5341\\u5b57\\u67b6\\u540a\\u5760\\u6302\\u4ef6 pendant \\u7537\\u5973\\u6b3e\\u7d2b\\u91d1\\u7802\\u9879\\u5760\\u672c\\u547d\\u5e74\\u7ea2\\u8272\\u968f\\u8eab\\u6302\\u9970, yellow, 9355968435038\", \"asin\": \"B0CT6394MF\", \"price\": \"$30.95\", \"delivery\": \"FREE delivery Apr 22 - May 2\"},\n{\"title\": \"QianKao Mascot Exorcism Ward Off Evil Spirits Bring Lucky \\u672c\\u547d\\u5e74\\u91d1\\u521a\\u7ed3\\u7ea2\\u7ef3\\u624b\\u7ef3\\u6c99\\u91d1\\u73d0\\u7405\\u540a\\u5760\\u53ef\\u8c03\\u8282\\u624b\\u94fe\\u7537\\u5973\\u6b3e\\u5e26\\u8d27(\\u7ea2\\u7ef3\\u00b7\\u5c81\\u5c81\\u5e73\\u5b89)\", \"asin\": \"B0C13WFD2K\", \"price\": \"$24.77\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ87186\", \"price\": \"$40.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u9879\\u94fe\\u5973\\u7537\\u6b3e\\u7d2b\\u91d1\\u7802\\u6e29\\u6da6\\u7b80\\u7ea6\\u5927\\u6c14 \\u540a\\u5760\", \"asin\": \"B0BVQ3XLD1\", \"price\": \"$44.00\", \"delivery\": \"$1.09 delivery Apr 18 - 30 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u9f99\\u724c\\u540a\\u5760\\u7537\\u5929\\u7136\\u539f\\u77ff\\u7d2b\\u91d1\\u7802\\u98de\\u9f99\\u65cb\\u8fd0\\u9879\\u94fe\\u5973\\u672c\\u547d\\u5e74\\u6302\\u4ef6 = DSGSSDA-439944\", \"asin\": \"B0DR74SLN6\", \"price\": \"$42.36\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u9ad8\\u542b\\u91cf\\u6676\\u4f53\\u7802\\u539f\\u77ff\\u695e\\u4e25\\u5492\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u540a\\u5760\\u7537\\u6b3e\\u6302\\u4ef6\\u5973\\u5e73\\u5b89 = DSGSSDA-440118\", \"asin\": \"B0DR78CF8H\", \"price\": \"$54.15\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"\\u65b0\\u7586 Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u5e73\\u5b89\\u6263\\u540a\\u5760\\u7537\\u5973\\u6b3e Hetian Jade Stretch Bracelet Natural \\u548c\\u7530\\u7389\\u540a\\u5760\\u60c5\\u4fa3\\u7389\\u4f69\\u9879\\u94fe\\u6302\\u4ef6\\u6b63\\u54c1-Chu Wen Sheng2710\", \"asin\": \"B0F22BB1R4\", \"price\": \"$126.40\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 14 - 16\"},\n{\"title\": \"xiexuelian \\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u7a7a\\u5fc3\\u846b\\u82a6-\\u798f\\u888b)\", \"asin\": \"B0BV9YPW49\", \"price\": \"$19.89\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"\\u5929\\u7136\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u540a\\u5760\\u7537\\u58eb\\u5b88\\u62a4\\u795e\\u5973\\u9879\\u94fe\\u672c\\u547d\\u4f5b\\u724c\\u5e73\\u5b89\\u89c2\\u97f3\\u5982\\u6765\\u751f\\u8096\\u6302\\u4ef6 = DSGSSDA-439735\", \"asin\": \"B0DR75MK4Z\", \"price\": \"$49.20\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u6587\\u6b8a\\u83e9\\u8428-\\u5154)\", \"asin\": \"B0BTNWKHZZ\", \"price\": \"$27.89\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"Mascot pendant Men's and Women's Wear Accessories \\u6c11\\u65cf\\u98ce\\u9e21\\u7fc5\\u6728\\u8d28\\u4f5b\\u73e0\\u6bdb\\u8863\\u94fe\\u957f\\u6b3e\\u7537\\u9879\\u94fe\\u4eff\\u677e\\u77f3\\u540a\\u5760\\u6728\\u73e0\\u914d\\u9970 1Pcs(\\u7ea2\\u677e\\u77f3\\u957f\\u6761\\u6728\\u73e0\\u94fe)\", \"asin\": \"B0C7KD8B6J\", \"price\": \"$24.48\", \"delivery\": \"$4.99 delivery Apr 29 - May 8\"},\n{\"title\": \"\\u5929\\u7136\\u6731\\u7802\\u540a\\u5760\\u6302\\u4ef6 pendant \\u7537\\u5973\\u6b3e\\u9ad8\\u7eaf\\u5ea6\\u6676\\u4f53\\u672c\\u547d\\u5e74\\u5e73\\u5b89\\u6263\\u6bdb\\u8863\\u94fe, yellow, 9355968435366/831\", \"asin\": \"B0DKDTBX4M\", \"price\": \"$46.58\", \"delivery\": \"FREE delivery Apr 18 - 29\"},\n{\"title\": \"\\u5929\\u7136\\u7f05\\u7538\\u7fe1\\u7fe0 Fengshui Natural jadeite Jade Bangle Bracelet for Wome \\u89c2\\u97f3\\u666e\\u8d24\\u83e9\\u8428\\u7cef\\u6b3e\\u5f0f\\u7389\\u77f3\\u540a\\u5760\\u7537\\u5973\\u6b3e\\u6302\\u4ef6\\u9f99\\u86c7\\u5b88\\u62a4\\u795e H-1242\", \"asin\": \"B0F2654QHB\", \"price\": \"$126.39\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"QianKao Imitation Obsidian Native Buddha Pendant Zodiac Protector Bodhisattva Pendant Necklace\\u4eff\\u9ed1\\u66dc\\u77f3\\u672c\\u547d\\u4f5b\\u540a\\u5760\\u516b\\u5927\\u5b88\\u62a4\\u795e\\u83e9\\u8428\\u540a\\u5760\\u6c34\\u6676\\u7537\\u5973\\u6b3e\\u9879\\u94fe(\\u5927\\u52bf\\u81f3\\u83e9\\u8428-\\u9a6c)\", \"asin\": \"B0BTNVJ3YS\", \"price\": \"$27.89\", \"delivery\": \"$4.99 delivery Apr 21 - May 2\"},\n{\"title\": \"\\u5929\\u7136\\u6731\\u7802 Feng Shui Cinnabar Bracelet for Women and Protection Good Luck Money Amulet \\u5c71\\u9b3c\\u82b1\\u94b1\\u540a\\u5760\\u7537\\u6b3e\\u9879\\u94fe\\u672c\\u547d\\u5e74\\u9053\\u5bb6\\u6302\\u4ef6\\u5973\\u6b3e\\u516b\\u5366\\u724c\\u9970\\u54c1\\u4ee4\\u724c = DSGSSDA-440038\", \"asin\": \"B0DR76YZ2T\", \"price\": \"$53.17\", \"delivery\": \"FREE delivery May 1 - 12\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u6811\\u53f6\\u7a7a\\u5fc3\\u846b\\u82a6)\", \"asin\": \"B0C1M3MCJG\", \"price\": \"$18.21\", \"delivery\": \"$4.29 delivery Apr 29 - May 8\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u6811\\u53f6\\u5b9e\\u5fc3\\u846b\\u82a6)\", \"asin\": \"B0C1MMX1TF\", \"price\": \"$18.16\", \"delivery\": \"FREE delivery Apr 28 - May 19 Only 5 left in stock - order soon.\"},\n{\"title\": \"xiexuelian Pure Brass Retro Five Emperors Money Solid Double Pixiu Gourd Pendant Pendant for Men and Women a Pair of Copper Coins Piqiu keychain\\u7eaf\\u9ec4\\u94dc\\u590d\\u53e4\\u4e94\\u5e1d\\u94b1\\u5b9e\\u5fc3\\u53cc\\u8c94\\u8c85\\u846b\\u82a6\\u540a\\u5760\\u6302\\u4ef6\\u7537\\u5973\\u4e00\\u5bf9\\u94dc\\u94b1\\u76ae\\u4e18\\u94a5\\u5319\\u6263 1Pcs(\\u4e94\\u5e1d\\u94b1-\\u7c38\\u7b95\\u5b9e\\u5fc3\\u846b\\u82a6+\\u6811\\u53f6)\", \"asin\": \"B0C1MR8CY5\", \"price\": \"$18.40\", \"delivery\": \"FREE delivery Apr 28 - May 19 Only 5 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T23:42:50.544Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:10:23.790Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:10:23.790Z
input
Pendant Men
rule
train
84
2025-04-08T00:10:23.790Z
input
Pendant Men
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T00:10:23.790Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:10:23.790Z\",\"action\": \"input\",\"acion_argument\": \"Pendant Men\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T00:10:23.790Z\",\"action\": \"input\",\"acion_argument\": \"Pendant Men\",}</answer>", "index": 84, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:10:23.790Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Pendant Men\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:10:24.050Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:10:24.050Z
click
search
rule
train
85
2025-04-08T00:10:24.050Z
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "Pendant Men"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T00:10:24.050Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:10:24.050Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T00:10:24.050Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 85, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Pendant Men\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:10:24.050Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"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. 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Handcrafted Original Design Pendant - Perfect Steampunk Jewelry Gift for Men & Women in Elegant Box\", \"asin\": \"B0DMT6L977\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Cross Chain for Men Gold Cross Necklace 14K Gold Plated Large Nail Cross Chain Iced out CZ Pendant Hip Hop Jewelry for Women with Stainless Rope Chain\", \"asin\": \"B077SFD5ZB\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace Mens Womens Capital Letter Yellow Gold Plated Stainless Steel Box Chain 22inch\", \"asin\": \"B07NN5P4C7\", \"price\": \"$11.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain\", \"asin\": \"B0BVM7RQWH\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Saint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging\", \"asin\": \"B0C7712MT1\", \"price\": \"$19.51\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tigers Eye Necklace for Men Natural Stone Necklace Adjustable Black Rope Tiger Eye Pendant Spiritual Energy Crystals and Healing Stones Necklace Protection Necklace Gifts for Men Women\", \"asin\": \"B0CYGWVGNX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Layered Cross Necklace for Men - 18K Gold Silver Black Cross Necklaces Chain for Men, Layered Rope Chain Cross Necklace for Men 16 18 20 22 24 Inch\", \"asin\": \"B09YQJMFLM\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\\\" Chain\", \"asin\": \"B07KMB52T8\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Gold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men\", \"asin\": \"B0B6CM5PBL\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant\", \"asin\": \"B0CVXG8YXG\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace\", \"asin\": \"B083HFCWRZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"COIN - Coin Necklace, Antique Gold Alloy Metal Medallion, Includes Black Nylon Neck Cord, Perfect for Cosplay, Pirates, Caribbean, Aztec, Skull, Fantasy - COIN, Small\", \"asin\": \"B006BJFPWM\", \"price\": \"$7.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Made by Nami Pendant Necklace for Men 23\\\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Gold Wing)\", \"asin\": \"B08HM44HTT\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 18 left in stock - order soon.\"},\n{\"title\": \"Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain\", \"asin\": \"B07XP6D6YF\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Womens Large Steel Cross Pendant Necklace with Cubic Zirconia and Wheat Chain\", \"asin\": \"B06WWN6Y3V\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEOK0S\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women\", \"asin\": \"B0B2K981VV\", \"price\": \"$23.88\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Moissanite Cross Necklace 2.7 Carat Iced Out Moissanite Cross Pendant 925 Sterling Silver Cross Chain Necklace D Color VVS1 18k Gold Plated Christian Pendant\", \"asin\": \"B0D2QVK28Z\", \"price\": \"$124.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)\", \"asin\": \"B01N0F7818\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex\", \"asin\": \"B08GL9X8MC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch\", \"asin\": \"B0C53K7GFK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Viking Necklace for Men - Norse Nordic 24 Runes Alphabets Pendant Necklace Mobius Twist Pagan Amulet Talisman - Jewelry Gift for Men Women\", \"asin\": \"B0BL3QS68S\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:10:31.772Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:10:31.772Z
click_product
B081LKNH95
rule
train
86
2025-04-08T00:10:31.772Z
click_product
B081LKNH95
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "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": "Pendant Men"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "RTZN\nRTZN\u00ae Black Onyx Necklace for Men \u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\" Inch + 2\" Extension", "asin": "B0CWS7BY29", "price": "$49.95", "quantity": ""}, {"title": "Fiusem\nPendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "quantity": ""}, {"title": "RTZN\nRTZN\u00ae Lapis Lazuli Necklace for Men \u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - Blue Lapis Pendant Necklace Dog Tag with Stainless Steel Chain 22\" Inch + 2\" Extension", "asin": "B0CWS6ZDW8", "price": "$49.95", "quantity": ""}, {"title": "MOO&LEE\nMen's Tungsten Carbide Pendant Necklace Geometric Tungsten Pendant with 22 Inches Stainless Steel Snake Chain", "asin": "B07XXQCXF4", "price": "$29.99", "quantity": ""}, {"title": "COAI\nStainless Steel Chain Square Simple Stone Necklace", "asin": "B0CRGT1HZB", "price": "$25.00", "quantity": ""}, {"title": "Fiusem\nCross Necklace for Men, Mens Cross Necklaces with 2.5mm Rope Chain, Stainless Steel Pendant Chain 16-28 Inch", "asin": "B0CLGXKJCN", "price": "$9.79", "quantity": ""}, {"title": "ZENLUNANO\nCrucifix Cross Necklace for Men and Women with 18K Gold Plated Exquisite Jesus Pendant and Double Adjustable Necklace Chains 16-30 Inch", "asin": "B0D4792WHH", "price": "$14.27", "quantity": ""}, {"title": "FaithHeart\nSaint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging", "asin": "B0C7712MT1", "price": "$19.51", "quantity": ""}, {"title": "Milumber\nCross Breathing Necklace to Quit Smoking for Men & Women \u2013 Stainless Steel Anxiety Relief Necklace, Stop Smoking Inhaler, Breathlink & Noluva Inspired Design", "asin": "B0DK9BZ32C", "price": "$16.14", "quantity": ""}, {"title": "YFN\nGame Necklace Sterling Silver Triforce Pendant Jewelry Gifts for Men Women", "asin": "B09XPTMB4K", "price": "$33.29", "quantity": ""}], "ads": [{"title": "Ropartman Wooden Cross Necklace for Men, Real Ebony Inset In Black Stainless Steel Christian Wood Crucifix Pendant, Includes Necklace 24\" Box Chain", "asin": "B0CB15CWSC"}, {"title": "Ropartman Wooden Cross Necklace for Men, Real Ebony Mens Cross Necklaces Black Stainless Steel Christian Wood Crucifix Pendant, with Necklace 24\" Round Box Chain", "asin": "B0D7397B4T"}, {"title": "Ropartman Wooden Cross Necklace for Men, Hand Inlaid Real Ebony Gold Stainless Steel Mens Cross Necklaces, Christian Black Wood Crucifix Pendant 24\" Box Chain (Gold)", "asin": "B0D72PTWTS"}], "search_results": [{"title": "RTZN\u00ae Black Onyx Necklace for Men \u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\" Inch + 2\" Extension", "asin": "B0CWS7BY29", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Compass Pendant with Adjustable 21\" Necklace Chain | Design-led, artisan jewelry from London", "asin": "B09BQZ4PXH", "price": "$42.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain", "asin": "B07XP6D6YF", "price": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Tungsten Carbide Pendant Necklace Geometric Tungsten Pendant with 22 Inches Stainless Steel Snake Chain", "asin": "B07XXQCXF4", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\u2019s Necklace Jewelry Length 22inch", "asin": "B09X1F3H11", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift", "asin": "B0C6MGS28N", "price": "$27.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\"", "asin": "B07QP9GPNF", "price": "$21.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry", "asin": "B081LKNH95", "price": "$9.78", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry", "asin": "B09YNCRYKC", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Religious Pendant with 21\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant", "asin": "B0CGXMDF7Y", "price": "$44.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "4-Way Cross Pendant Necklace, 24\" (previously Amazon Collection)", "asin": "B003H9LFUU", "price": "$40.80", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "RTZN\u00ae Lapis Lazuli Necklace for Men \u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - Blue Lapis Pendant Necklace Dog Tag with Stainless Steel Chain 22\" Inch + 2\" Extension", "asin": "B0CWS6ZDW8", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Greek God Necklace Sterling Silver Religious Protector Pendant Jewelry Gifts for Women Men", "asin": "B0D6RDJ1QV", "price": "$38.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel Hollow Vertical Bar Air Freshener Perfume Oil Diffuser Locket Charm Jewelry Pendant Necklace For Women Men Love", "asin": "B0DS9KNQBF", "price": "$8.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy", "asin": "B07SLLZ1CP", "price": "$47.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Crucifix Cross Necklace 18K Gold Plated Cross Pendant with 3mm 22\" Rope Chain for Men Women", "asin": "B09YXQBPPK", "price": "$22.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Healing Crystal Stone Pointed Necklace Adjustable Black Rope Natural Gemstone Pendant Necklaces Jewelry for Men Women", "asin": "B09SPY7ZXC", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\"-26\"", "asin": "B0CR5XN8VJ", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Opal Pendant, 925 Sterling Silver Handmade Blue Opal Signet Men's Pendant, Mens Jewelry, Boyfriend Gift, Gift For Him", "asin": "B0F3P4DLZT", "price": "$32.99", "delivery": "FREE delivery May 5 - 13 Or fastest delivery Apr 16 - 18"}, {"title": "Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches", "asin": "B0CQ82319S", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Silver Tone Box Chains for Men, 2.5/3/4/4.5/5mm Stainless Steel Flat Box Chain Necklace, Necklaces for Men and Women 16-28 Inches", "asin": "B0DHVBRN1Y", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\" Long Choose Your Color (Fit Upto 6mm Link Chain)", "asin": "B00JV6MB0Q", "price": "$22.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry", "asin": "B08M9R63D5", "price": "$11.04", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Bible Verse Prayer Necklace Christian Jewelry Gold Stainless Steel Praying Hands Coin Medal Pendant", "asin": "B07X6SNM87", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Necklace Lion Pendant Necklace, Bigger in Size, Silver Plated Stainless Steel, 3PCS Shiny CZ Diamonds, Comes with Rope Chain 24\u201dand in a Gift Box", "asin": "B01EQ60NS2", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Gemstone Crystal Necklace Pendant - Healing Good Luck Donut Crystal Stone Jewelry Necklace - Positive Energy Amulet Unisex Adjustable Cord", "asin": "B09YJRL6V8", "price": "$14.95", "delivery": "FREE delivery Apr 20 - 27 for Prime members"}, {"title": "Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain", "asin": "B07RLV6V1G", "price": "$12.78", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men Rock Hip Hop Jewelry Stainless Steel 18K Gold Plated Spear Point Arrowhead/Wolf Teeth Pendant Necklaces 22\"", "asin": "B0828RCCKS", "price": "$14.97", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Punk Rock Stainless Steel Playing Card Poker Dog Tag Pendant Necklace", "asin": "B08JCPHCTC", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel Ace of Spades Pendant Necklace for Men and Women Poker Card Pendant with 24 Inch Link Chain", "asin": "B08GL9QKPZ", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "RTZN\u00ae Black Onyx Necklace for Men \u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\" Inch + 2\" Extension", "asin": "B0CWS7BY29", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Unique Bear Necklace - Handcrafted Original Design Pendant - Perfect Steampunk Jewelry Gift for Men & Women in Elegant Box", "asin": "B0DMT6L977", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Cross Chain for Men Gold Cross Necklace 14K Gold Plated Large Nail Cross Chain Iced out CZ Pendant Hip Hop Jewelry for Women with Stainless Rope Chain", "asin": "B077SFD5ZB", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial A-Z Letter Pendant Necklace Mens Womens Capital Letter Yellow Gold Plated Stainless Steel Box Chain 22inch", "asin": "B07NN5P4C7", "price": "$11.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain", "asin": "B0BVM7RQWH", "price": "$13.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Saint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging", "asin": "B0C7712MT1", "price": "$19.51", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Tigers Eye Necklace for Men Natural Stone Necklace Adjustable Black Rope Tiger Eye Pendant Spiritual Energy Crystals and Healing Stones Necklace Protection Necklace Gifts for Men Women", "asin": "B0CYGWVGNX", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Layered Cross Necklace for Men - 18K Gold Silver Black Cross Necklaces Chain for Men, Layered Rope Chain Cross Necklace for Men 16 18 20 22 24 Inch", "asin": "B09YQJMFLM", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains", "asin": "B0DM4TKSH1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\" Chain", "asin": "B07KMB52T8", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch", "asin": "B095JQ46X8", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Gold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men", "asin": "B0B6CM5PBL", "price": "$11.04", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant", "asin": "B0CVXG8YXG", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace", "asin": "B083HFCWRZ", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \u2026", "asin": "B0B6FNBZ2V", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches", "asin": "B097CF7R4Y", "price": "$13.29", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Silver Necklace with Pendant Handmade 23\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him", "asin": "B0BC1BQN86", "price": "$19.99", "delivery": "FREE delivery Apr 11 - 14 for Prime members"}, {"title": "COIN - Coin Necklace, Antique Gold Alloy Metal Medallion, Includes Black Nylon Neck Cord, Perfect for Cosplay, Pirates, Caribbean, Aztec, Skull, Fantasy - COIN, Small", "asin": "B006BJFPWM", "price": "$7.15", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Made by Nami Pendant Necklace for Men 23\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Gold Wing)", "asin": "B08HM44HTT", "price": "$10.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 18 left in stock - order soon."}, {"title": "Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain", "asin": "B07XP6D6YF", "price": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Womens Large Steel Cross Pendant Necklace with Cubic Zirconia and Wheat Chain", "asin": "B06WWN6Y3V", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue", "asin": "B01FSEOK0S", "price": "$8.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women", "asin": "B0B2K981VV", "price": "$23.88", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Moissanite Cross Necklace 2.7 Carat Iced Out Moissanite Cross Pendant 925 Sterling Silver Cross Chain Necklace D Color VVS1 18k Gold Plated Christian Pendant", "asin": "B0D2QVK28Z", "price": "$124.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)", "asin": "B01N0F7818", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\"-26\"", "asin": "B075RVHX62", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex", "asin": "B08GL9X8MC", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch", "asin": "B0C53K7GFK", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Viking Necklace for Men - Norse Nordic 24 Runes Alphabets Pendant Necklace Mobius Twist Pagan Amulet Talisman - Jewelry Gift for Men Women", "asin": "B0BL3QS68S", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver", "asin": "B07D23C6TC", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T00:10:31.772Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:10:31.772Z\",\"action\": \"click_product\",\"acion_argument\": \"B081LKNH95\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T00:10:31.772Z\",\"action\": \"click_product\",\"acion_argument\": \"B081LKNH95\",}</answer>", "index": 86, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", 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Handcrafted Original Design Pendant - Perfect Steampunk Jewelry Gift for Men & Women in Elegant Box\", \"asin\": \"B0DMT6L977\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Cross Chain for Men Gold Cross Necklace 14K Gold Plated Large Nail Cross Chain Iced out CZ Pendant Hip Hop Jewelry for Women with Stainless Rope Chain\", \"asin\": \"B077SFD5ZB\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace Mens Womens Capital Letter Yellow Gold Plated Stainless Steel Box Chain 22inch\", \"asin\": \"B07NN5P4C7\", \"price\": \"$11.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain\", \"asin\": \"B0BVM7RQWH\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Saint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging\", \"asin\": \"B0C7712MT1\", \"price\": \"$19.51\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tigers Eye Necklace for Men Natural Stone Necklace Adjustable Black Rope Tiger Eye Pendant Spiritual Energy Crystals and Healing Stones Necklace Protection Necklace Gifts for Men Women\", \"asin\": \"B0CYGWVGNX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Layered Cross Necklace for Men - 18K Gold Silver Black Cross Necklaces Chain for Men, Layered Rope Chain Cross Necklace for Men 16 18 20 22 24 Inch\", \"asin\": \"B09YQJMFLM\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\\\" Chain\", \"asin\": \"B07KMB52T8\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Gold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men\", \"asin\": \"B0B6CM5PBL\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant\", \"asin\": \"B0CVXG8YXG\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace\", \"asin\": \"B083HFCWRZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"COIN - Coin Necklace, Antique Gold Alloy Metal Medallion, Includes Black Nylon Neck Cord, Perfect for Cosplay, Pirates, Caribbean, Aztec, Skull, Fantasy - COIN, Small\", \"asin\": \"B006BJFPWM\", \"price\": \"$7.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Made by Nami Pendant Necklace for Men 23\\\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Gold Wing)\", \"asin\": \"B08HM44HTT\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 18 left in stock - order soon.\"},\n{\"title\": \"Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain\", \"asin\": \"B07XP6D6YF\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Womens Large Steel Cross Pendant Necklace with Cubic Zirconia and Wheat Chain\", \"asin\": \"B06WWN6Y3V\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEOK0S\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women\", \"asin\": \"B0B2K981VV\", \"price\": \"$23.88\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Moissanite Cross Necklace 2.7 Carat Iced Out Moissanite Cross Pendant 925 Sterling Silver Cross Chain Necklace D Color VVS1 18k Gold Plated Christian Pendant\", \"asin\": \"B0D2QVK28Z\", \"price\": \"$124.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)\", \"asin\": \"B01N0F7818\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex\", \"asin\": \"B08GL9X8MC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch\", \"asin\": \"B0C53K7GFK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Viking Necklace for Men - Norse Nordic 24 Runes Alphabets Pendant Necklace Mobius Twist Pagan Amulet Talisman - Jewelry Gift for Men Women\", \"asin\": \"B0BL3QS68S\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:10:31.772Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Pendant Men\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"RTZN\\nRTZN\\u00ae Black Onyx Necklace for Men \\u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS7BY29\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Fiusem\\nPendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"RTZN\\nRTZN\\u00ae Lapis Lazuli Necklace for Men \\u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - Blue Lapis Pendant Necklace Dog Tag with Stainless Steel Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS6ZDW8\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"MOO&LEE\\nMen's Tungsten Carbide Pendant Necklace Geometric Tungsten Pendant with 22 Inches Stainless Steel Snake Chain\", \"asin\": \"B07XXQCXF4\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"COAI\\nStainless Steel Chain Square Simple Stone Necklace\", \"asin\": \"B0CRGT1HZB\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Fiusem\\nCross Necklace for Men, Mens Cross Necklaces with 2.5mm Rope Chain, Stainless Steel Pendant Chain 16-28 Inch\", \"asin\": \"B0CLGXKJCN\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"ZENLUNANO\\nCrucifix Cross Necklace for Men and Women with 18K Gold Plated Exquisite Jesus Pendant and Double Adjustable Necklace Chains 16-30 Inch\", \"asin\": \"B0D4792WHH\", \"price\": \"$14.27\", \"quantity\": \"\"},\n{\"title\": \"FaithHeart\\nSaint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging\", \"asin\": \"B0C7712MT1\", \"price\": \"$19.51\", \"quantity\": \"\"},\n{\"title\": \"Milumber\\nCross Breathing Necklace to Quit Smoking for Men & Women \\u2013 Stainless Steel Anxiety Relief Necklace, Stop Smoking Inhaler, Breathlink & Noluva Inspired Design\", \"asin\": \"B0DK9BZ32C\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"YFN\\nGame Necklace Sterling Silver Triforce Pendant Jewelry Gifts for Men Women\", \"asin\": \"B09XPTMB4K\", \"price\": \"$33.29\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Ropartman Wooden Cross Necklace for Men, Real Ebony Inset In Black Stainless Steel Christian Wood Crucifix Pendant, Includes Necklace 24\\\" Box Chain\", \"asin\": \"B0CB15CWSC\"},\n{\"title\": \"Ropartman Wooden Cross Necklace for Men, Real Ebony Mens Cross Necklaces Black Stainless Steel Christian Wood Crucifix Pendant, with Necklace 24\\\" Round Box Chain\", \"asin\": \"B0D7397B4T\"},\n{\"title\": \"Ropartman Wooden Cross Necklace for Men, Hand Inlaid Real Ebony Gold Stainless Steel Mens Cross Necklaces, Christian Black Wood Crucifix Pendant 24\\\" Box Chain (Gold)\", \"asin\": \"B0D72PTWTS\"}],\n\"search_results\": [{\"title\": \"RTZN\\u00ae Black Onyx Necklace for Men \\u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS7BY29\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant with Adjustable 21\\\" Necklace Chain | Design-led, artisan jewelry from London\", \"asin\": \"B09BQZ4PXH\", \"price\": \"$42.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain\", \"asin\": \"B07XP6D6YF\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Tungsten Carbide Pendant Necklace Geometric Tungsten Pendant with 22 Inches Stainless Steel Snake Chain\", \"asin\": \"B07XXQCXF4\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\\u2019s Necklace Jewelry Length 22inch\", \"asin\": \"B09X1F3H11\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift\", \"asin\": \"B0C6MGS28N\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B081LKNH95\", \"price\": \"$9.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRYKC\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXMDF7Y\", \"price\": \"$44.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4-Way Cross Pendant Necklace, 24\\\" (previously Amazon Collection)\", \"asin\": \"B003H9LFUU\", \"price\": \"$40.80\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"RTZN\\u00ae Lapis Lazuli Necklace for Men \\u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - Blue Lapis Pendant Necklace Dog Tag with Stainless Steel Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS6ZDW8\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Greek God Necklace Sterling Silver Religious Protector Pendant Jewelry Gifts for Women Men\", \"asin\": \"B0D6RDJ1QV\", \"price\": \"$38.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Hollow Vertical Bar Air Freshener Perfume Oil Diffuser Locket Charm Jewelry Pendant Necklace For Women Men Love\", \"asin\": \"B0DS9KNQBF\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy\", \"asin\": \"B07SLLZ1CP\", \"price\": \"$47.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Crucifix Cross Necklace 18K Gold Plated Cross Pendant with 3mm 22\\\" Rope Chain for Men Women\", \"asin\": \"B09YXQBPPK\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Healing Crystal Stone Pointed Necklace Adjustable Black Rope Natural Gemstone Pendant Necklaces Jewelry for Men Women\", \"asin\": \"B09SPY7ZXC\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B0CR5XN8VJ\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Opal Pendant, 925 Sterling Silver Handmade Blue Opal Signet Men's Pendant, Mens Jewelry, Boyfriend Gift, Gift For Him\", \"asin\": \"B0F3P4DLZT\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery May 5 - 13 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Tone Box Chains for Men, 2.5/3/4/4.5/5mm Stainless Steel Flat Box Chain Necklace, Necklaces for Men and Women 16-28 Inches\", \"asin\": \"B0DHVBRN1Y\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B08M9R63D5\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Bible Verse Prayer Necklace Christian Jewelry Gold Stainless Steel Praying Hands Coin Medal Pendant\", \"asin\": \"B07X6SNM87\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Necklace Lion Pendant Necklace, Bigger in Size, Silver Plated Stainless Steel, 3PCS Shiny CZ Diamonds, Comes with Rope Chain 24\\u201dand in a Gift Box\", \"asin\": \"B01EQ60NS2\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gemstone Crystal Necklace Pendant - Healing Good Luck Donut Crystal Stone Jewelry Necklace - Positive Energy Amulet Unisex Adjustable Cord\", \"asin\": \"B09YJRL6V8\", \"price\": \"$14.95\", \"delivery\": \"FREE delivery Apr 20 - 27 for Prime members\"},\n{\"title\": \"Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain\", \"asin\": \"B07RLV6V1G\", \"price\": \"$12.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Rock Hip Hop Jewelry Stainless Steel 18K Gold Plated Spear Point Arrowhead/Wolf Teeth Pendant Necklaces 22\\\"\", \"asin\": \"B0828RCCKS\", \"price\": \"$14.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Punk Rock Stainless Steel Playing Card Poker Dog Tag Pendant Necklace\", \"asin\": \"B08JCPHCTC\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Ace of Spades Pendant Necklace for Men and Women Poker Card Pendant with 24 Inch Link Chain\", \"asin\": \"B08GL9QKPZ\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"RTZN\\u00ae Black Onyx Necklace for Men \\u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS7BY29\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Unique Bear Necklace - Handcrafted Original Design Pendant - Perfect Steampunk Jewelry Gift for Men & Women in Elegant Box\", \"asin\": \"B0DMT6L977\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Cross Chain for Men Gold Cross Necklace 14K Gold Plated Large Nail Cross Chain Iced out CZ Pendant Hip Hop Jewelry for Women with Stainless Rope Chain\", \"asin\": \"B077SFD5ZB\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace Mens Womens Capital Letter Yellow Gold Plated Stainless Steel Box Chain 22inch\", \"asin\": \"B07NN5P4C7\", \"price\": \"$11.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain\", \"asin\": \"B0BVM7RQWH\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Saint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging\", \"asin\": \"B0C7712MT1\", \"price\": \"$19.51\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tigers Eye Necklace for Men Natural Stone Necklace Adjustable Black Rope Tiger Eye Pendant Spiritual Energy Crystals and Healing Stones Necklace Protection Necklace Gifts for Men Women\", \"asin\": \"B0CYGWVGNX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Layered Cross Necklace for Men - 18K Gold Silver Black Cross Necklaces Chain for Men, Layered Rope Chain Cross Necklace for Men 16 18 20 22 24 Inch\", \"asin\": \"B09YQJMFLM\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\\\" Chain\", \"asin\": \"B07KMB52T8\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Gold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men\", \"asin\": \"B0B6CM5PBL\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant\", \"asin\": \"B0CVXG8YXG\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace\", \"asin\": \"B083HFCWRZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"COIN - Coin Necklace, Antique Gold Alloy Metal Medallion, Includes Black Nylon Neck Cord, Perfect for Cosplay, Pirates, Caribbean, Aztec, Skull, Fantasy - COIN, Small\", \"asin\": \"B006BJFPWM\", \"price\": \"$7.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Made by Nami Pendant Necklace for Men 23\\\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Gold Wing)\", \"asin\": \"B08HM44HTT\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 18 left in stock - order soon.\"},\n{\"title\": \"Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain\", \"asin\": \"B07XP6D6YF\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Womens Large Steel Cross Pendant Necklace with Cubic Zirconia and Wheat Chain\", \"asin\": \"B06WWN6Y3V\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEOK0S\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women\", \"asin\": \"B0B2K981VV\", \"price\": \"$23.88\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Moissanite Cross Necklace 2.7 Carat Iced Out Moissanite Cross Pendant 925 Sterling Silver Cross Chain Necklace D Color VVS1 18k Gold Plated Christian Pendant\", \"asin\": \"B0D2QVK28Z\", \"price\": \"$124.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)\", \"asin\": \"B01N0F7818\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex\", \"asin\": \"B08GL9X8MC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch\", \"asin\": \"B0C53K7GFK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Viking Necklace for Men - Norse Nordic 24 Runes Alphabets Pendant Necklace Mobius Twist Pagan Amulet Talisman - Jewelry Gift for Men Women\", \"asin\": \"B0BL3QS68S\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:10:48.795Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:10:48.795Z
click_product
B0D6RDJ1QV
rule
train
87
2025-04-08T00:10:48.795Z
click_product
B0D6RDJ1QV
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "Pendant Men"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "RTZN\nRTZN\u00ae Black Onyx Necklace for Men \u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\" Inch + 2\" Extension", "asin": "B0CWS7BY29", "price": "$49.95", "quantity": ""}, {"title": "Fiusem\nPendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "quantity": ""}, {"title": "RTZN\nRTZN\u00ae Lapis Lazuli Necklace for Men \u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - Blue Lapis Pendant Necklace Dog Tag with Stainless Steel Chain 22\" Inch + 2\" Extension", "asin": "B0CWS6ZDW8", "price": "$49.95", "quantity": ""}, {"title": "MOO&LEE\nMen's Tungsten Carbide Pendant Necklace Geometric Tungsten Pendant with 22 Inches Stainless Steel Snake Chain", "asin": "B07XXQCXF4", "price": "$29.99", "quantity": ""}, {"title": "COAI\nStainless Steel Chain Square Simple Stone Necklace", "asin": "B0CRGT1HZB", "price": "$25.00", "quantity": ""}, {"title": "Fiusem\nCross Necklace for Men, Mens Cross Necklaces with 2.5mm Rope Chain, Stainless Steel Pendant Chain 16-28 Inch", "asin": "B0CLGXKJCN", "price": "$9.79", "quantity": ""}, {"title": "ZENLUNANO\nCrucifix Cross Necklace for Men and Women with 18K Gold Plated Exquisite Jesus Pendant and Double Adjustable Necklace Chains 16-30 Inch", "asin": "B0D4792WHH", "price": "$14.27", "quantity": ""}, {"title": "FaithHeart\nSaint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging", "asin": "B0C7712MT1", "price": "$19.51", "quantity": ""}, {"title": "Milumber\nCross Breathing Necklace to Quit Smoking for Men & Women \u2013 Stainless Steel Anxiety Relief Necklace, Stop Smoking Inhaler, Breathlink & Noluva Inspired Design", "asin": "B0DK9BZ32C", "price": "$16.14", "quantity": ""}, {"title": "YFN\nGame Necklace Sterling Silver Triforce Pendant Jewelry Gifts for Men Women", "asin": "B09XPTMB4K", "price": "$33.29", "quantity": ""}], "ads": [{"title": "Ropartman Wooden Cross Necklace for Men, Real Ebony Inset In Black Stainless Steel Christian Wood Crucifix Pendant, Includes Necklace 24\" Box Chain", "asin": "B0CB15CWSC"}, {"title": "Ropartman Wooden Cross Necklace for Men, Real Ebony Mens Cross Necklaces Black Stainless Steel Christian Wood Crucifix Pendant, with Necklace 24\" Round Box Chain", "asin": "B0D7397B4T"}, {"title": "Ropartman Wooden Cross Necklace for Men, Hand Inlaid Real Ebony Gold Stainless Steel Mens Cross Necklaces, Christian Black Wood Crucifix Pendant 24\" Box Chain (Gold)", "asin": "B0D72PTWTS"}], "search_results": [{"title": "RTZN\u00ae Black Onyx Necklace for Men \u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\" Inch + 2\" Extension", "asin": "B0CWS7BY29", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Compass Pendant with Adjustable 21\" Necklace Chain | Design-led, artisan jewelry from London", "asin": "B09BQZ4PXH", "price": "$42.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain", "asin": "B07XP6D6YF", "price": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Tungsten Carbide Pendant Necklace Geometric Tungsten Pendant with 22 Inches Stainless Steel Snake Chain", "asin": "B07XXQCXF4", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\u2019s Necklace Jewelry Length 22inch", "asin": "B09X1F3H11", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift", "asin": "B0C6MGS28N", "price": "$27.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\"", "asin": "B07QP9GPNF", "price": "$21.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry", "asin": "B081LKNH95", "price": "$9.78", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry", "asin": "B09YNCRYKC", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Religious Pendant with 21\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant", "asin": "B0CGXMDF7Y", "price": "$44.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "4-Way Cross Pendant Necklace, 24\" (previously Amazon Collection)", "asin": "B003H9LFUU", "price": "$40.80", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "RTZN\u00ae Lapis Lazuli Necklace for Men \u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - Blue Lapis Pendant Necklace Dog Tag with Stainless Steel Chain 22\" Inch + 2\" Extension", "asin": "B0CWS6ZDW8", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Greek God Necklace Sterling Silver Religious Protector Pendant Jewelry Gifts for Women Men", "asin": "B0D6RDJ1QV", "price": "$38.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel Hollow Vertical Bar Air Freshener Perfume Oil Diffuser Locket Charm Jewelry Pendant Necklace For Women Men Love", "asin": "B0DS9KNQBF", "price": "$8.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy", "asin": "B07SLLZ1CP", "price": "$47.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Crucifix Cross Necklace 18K Gold Plated Cross Pendant with 3mm 22\" Rope Chain for Men Women", "asin": "B09YXQBPPK", "price": "$22.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Healing Crystal Stone Pointed Necklace Adjustable Black Rope Natural Gemstone Pendant Necklaces Jewelry for Men Women", "asin": "B09SPY7ZXC", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\"-26\"", "asin": "B0CR5XN8VJ", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Opal Pendant, 925 Sterling Silver Handmade Blue Opal Signet Men's Pendant, Mens Jewelry, Boyfriend Gift, Gift For Him", "asin": "B0F3P4DLZT", "price": "$32.99", "delivery": "FREE delivery May 5 - 13 Or fastest delivery Apr 16 - 18"}, {"title": "Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches", "asin": "B0CQ82319S", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Silver Tone Box Chains for Men, 2.5/3/4/4.5/5mm Stainless Steel Flat Box Chain Necklace, Necklaces for Men and Women 16-28 Inches", "asin": "B0DHVBRN1Y", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\" Long Choose Your Color (Fit Upto 6mm Link Chain)", "asin": "B00JV6MB0Q", "price": "$22.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry", "asin": "B08M9R63D5", "price": "$11.04", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Bible Verse Prayer Necklace Christian Jewelry Gold Stainless Steel Praying Hands Coin Medal Pendant", "asin": "B07X6SNM87", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Necklace Lion Pendant Necklace, Bigger in Size, Silver Plated Stainless Steel, 3PCS Shiny CZ Diamonds, Comes with Rope Chain 24\u201dand in a Gift Box", "asin": "B01EQ60NS2", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Gemstone Crystal Necklace Pendant - Healing Good Luck Donut Crystal Stone Jewelry Necklace - Positive Energy Amulet Unisex Adjustable Cord", "asin": "B09YJRL6V8", "price": "$14.95", "delivery": "FREE delivery Apr 20 - 27 for Prime members"}, {"title": "Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain", "asin": "B07RLV6V1G", "price": "$12.78", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men Rock Hip Hop Jewelry Stainless Steel 18K Gold Plated Spear Point Arrowhead/Wolf Teeth Pendant Necklaces 22\"", "asin": "B0828RCCKS", "price": "$14.97", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Punk Rock Stainless Steel Playing Card Poker Dog Tag Pendant Necklace", "asin": "B08JCPHCTC", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel Ace of Spades Pendant Necklace for Men and Women Poker Card Pendant with 24 Inch Link Chain", "asin": "B08GL9QKPZ", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "RTZN\u00ae Black Onyx Necklace for Men \u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\" Inch + 2\" Extension", "asin": "B0CWS7BY29", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Unique Bear Necklace - Handcrafted Original Design Pendant - Perfect Steampunk Jewelry Gift for Men & Women in Elegant Box", "asin": "B0DMT6L977", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Cross Chain for Men Gold Cross Necklace 14K Gold Plated Large Nail Cross Chain Iced out CZ Pendant Hip Hop Jewelry for Women with Stainless Rope Chain", "asin": "B077SFD5ZB", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial A-Z Letter Pendant Necklace Mens Womens Capital Letter Yellow Gold Plated Stainless Steel Box Chain 22inch", "asin": "B07NN5P4C7", "price": "$11.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain", "asin": "B0BVM7RQWH", "price": "$13.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Saint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging", "asin": "B0C7712MT1", "price": "$19.51", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Tigers Eye Necklace for Men Natural Stone Necklace Adjustable Black Rope Tiger Eye Pendant Spiritual Energy Crystals and Healing Stones Necklace Protection Necklace Gifts for Men Women", "asin": "B0CYGWVGNX", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Layered Cross Necklace for Men - 18K Gold Silver Black Cross Necklaces Chain for Men, Layered Rope Chain Cross Necklace for Men 16 18 20 22 24 Inch", "asin": "B09YQJMFLM", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains", "asin": "B0DM4TKSH1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\" Chain", "asin": "B07KMB52T8", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch", "asin": "B095JQ46X8", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Gold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men", "asin": "B0B6CM5PBL", "price": "$11.04", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant", "asin": "B0CVXG8YXG", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace", "asin": "B083HFCWRZ", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \u2026", "asin": "B0B6FNBZ2V", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches", "asin": "B097CF7R4Y", "price": "$13.29", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Silver Necklace with Pendant Handmade 23\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him", "asin": "B0BC1BQN86", "price": "$19.99", "delivery": "FREE delivery Apr 11 - 14 for Prime members"}, {"title": "COIN - Coin Necklace, Antique Gold Alloy Metal Medallion, Includes Black Nylon Neck Cord, Perfect for Cosplay, Pirates, Caribbean, Aztec, Skull, Fantasy - COIN, Small", "asin": "B006BJFPWM", "price": "$7.15", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Made by Nami Pendant Necklace for Men 23\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Gold Wing)", "asin": "B08HM44HTT", "price": "$10.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 18 left in stock - order soon."}, {"title": "Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain", "asin": "B07XP6D6YF", "price": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Womens Large Steel Cross Pendant Necklace with Cubic Zirconia and Wheat Chain", "asin": "B06WWN6Y3V", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue", "asin": "B01FSEOK0S", "price": "$8.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women", "asin": "B0B2K981VV", "price": "$23.88", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Moissanite Cross Necklace 2.7 Carat Iced Out Moissanite Cross Pendant 925 Sterling Silver Cross Chain Necklace D Color VVS1 18k Gold Plated Christian Pendant", "asin": "B0D2QVK28Z", "price": "$124.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)", "asin": "B01N0F7818", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\"-26\"", "asin": "B075RVHX62", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex", "asin": "B08GL9X8MC", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch", "asin": "B0C53K7GFK", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Viking Necklace for Men - Norse Nordic 24 Runes Alphabets Pendant Necklace Mobius Twist Pagan Amulet Talisman - Jewelry Gift for Men Women", "asin": "B0BL3QS68S", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver", "asin": "B07D23C6TC", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T00:10:48.795Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:10:48.795Z\",\"action\": \"click_product\",\"acion_argument\": \"B0D6RDJ1QV\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T00:10:48.795Z\",\"action\": \"click_product\",\"acion_argument\": \"B0D6RDJ1QV\",}</answer>", "index": 87, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Pendant Men\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"RTZN\\nRTZN\\u00ae Black Onyx Necklace for Men \\u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS7BY29\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Fiusem\\nPendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"RTZN\\nRTZN\\u00ae Lapis Lazuli Necklace for Men \\u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - Blue Lapis Pendant Necklace Dog Tag with Stainless Steel Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS6ZDW8\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"MOO&LEE\\nMen's Tungsten Carbide Pendant Necklace Geometric Tungsten Pendant with 22 Inches Stainless Steel Snake Chain\", \"asin\": \"B07XXQCXF4\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"COAI\\nStainless Steel Chain Square Simple Stone Necklace\", \"asin\": \"B0CRGT1HZB\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Fiusem\\nCross Necklace for Men, Mens Cross Necklaces with 2.5mm Rope Chain, Stainless Steel Pendant Chain 16-28 Inch\", \"asin\": \"B0CLGXKJCN\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"ZENLUNANO\\nCrucifix Cross Necklace for Men and Women with 18K Gold Plated Exquisite Jesus Pendant and Double Adjustable Necklace Chains 16-30 Inch\", \"asin\": \"B0D4792WHH\", \"price\": \"$14.27\", \"quantity\": \"\"},\n{\"title\": \"FaithHeart\\nSaint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging\", \"asin\": \"B0C7712MT1\", \"price\": \"$19.51\", \"quantity\": \"\"},\n{\"title\": \"Milumber\\nCross Breathing Necklace to Quit Smoking for Men & Women \\u2013 Stainless Steel Anxiety Relief Necklace, Stop Smoking Inhaler, Breathlink & Noluva Inspired Design\", \"asin\": \"B0DK9BZ32C\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"YFN\\nGame Necklace Sterling Silver Triforce Pendant Jewelry Gifts for Men Women\", \"asin\": \"B09XPTMB4K\", \"price\": \"$33.29\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Ropartman Wooden Cross Necklace for Men, Real Ebony Inset In Black Stainless Steel Christian Wood Crucifix Pendant, Includes Necklace 24\\\" Box Chain\", \"asin\": \"B0CB15CWSC\"},\n{\"title\": \"Ropartman Wooden Cross Necklace for Men, Real Ebony Mens Cross Necklaces Black Stainless Steel Christian Wood Crucifix Pendant, with Necklace 24\\\" Round Box Chain\", \"asin\": \"B0D7397B4T\"},\n{\"title\": \"Ropartman Wooden Cross Necklace for Men, Hand Inlaid Real Ebony Gold Stainless Steel Mens Cross Necklaces, Christian Black Wood Crucifix Pendant 24\\\" Box Chain (Gold)\", \"asin\": \"B0D72PTWTS\"}],\n\"search_results\": [{\"title\": \"RTZN\\u00ae Black Onyx Necklace for Men \\u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS7BY29\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant with Adjustable 21\\\" Necklace Chain | Design-led, artisan jewelry from London\", \"asin\": \"B09BQZ4PXH\", \"price\": \"$42.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain\", \"asin\": \"B07XP6D6YF\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Tungsten Carbide Pendant Necklace Geometric Tungsten Pendant with 22 Inches Stainless Steel Snake Chain\", \"asin\": \"B07XXQCXF4\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\\u2019s Necklace Jewelry Length 22inch\", \"asin\": \"B09X1F3H11\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift\", \"asin\": \"B0C6MGS28N\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B081LKNH95\", \"price\": \"$9.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRYKC\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXMDF7Y\", \"price\": \"$44.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4-Way Cross Pendant Necklace, 24\\\" (previously Amazon Collection)\", \"asin\": \"B003H9LFUU\", \"price\": \"$40.80\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"RTZN\\u00ae Lapis Lazuli Necklace for Men \\u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - Blue Lapis Pendant Necklace Dog Tag with Stainless Steel Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS6ZDW8\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Greek God Necklace Sterling Silver Religious Protector Pendant Jewelry Gifts for Women Men\", \"asin\": \"B0D6RDJ1QV\", \"price\": \"$38.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Hollow Vertical Bar Air Freshener Perfume Oil Diffuser Locket Charm Jewelry Pendant Necklace For Women Men Love\", \"asin\": \"B0DS9KNQBF\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy\", \"asin\": \"B07SLLZ1CP\", \"price\": \"$47.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Crucifix Cross Necklace 18K Gold Plated Cross Pendant with 3mm 22\\\" Rope Chain for Men Women\", \"asin\": \"B09YXQBPPK\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Healing Crystal Stone Pointed Necklace Adjustable Black Rope Natural Gemstone Pendant Necklaces Jewelry for Men Women\", \"asin\": \"B09SPY7ZXC\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B0CR5XN8VJ\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Opal Pendant, 925 Sterling Silver Handmade Blue Opal Signet Men's Pendant, Mens Jewelry, Boyfriend Gift, Gift For Him\", \"asin\": \"B0F3P4DLZT\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery May 5 - 13 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Tone Box Chains for Men, 2.5/3/4/4.5/5mm Stainless Steel Flat Box Chain Necklace, Necklaces for Men and Women 16-28 Inches\", \"asin\": \"B0DHVBRN1Y\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B08M9R63D5\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Bible Verse Prayer Necklace Christian Jewelry Gold Stainless Steel Praying Hands Coin Medal Pendant\", \"asin\": \"B07X6SNM87\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Necklace Lion Pendant Necklace, Bigger in Size, Silver Plated Stainless Steel, 3PCS Shiny CZ Diamonds, Comes with Rope Chain 24\\u201dand in a Gift Box\", \"asin\": \"B01EQ60NS2\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gemstone Crystal Necklace Pendant - Healing Good Luck Donut Crystal Stone Jewelry Necklace - Positive Energy Amulet Unisex Adjustable Cord\", \"asin\": \"B09YJRL6V8\", \"price\": \"$14.95\", \"delivery\": \"FREE delivery Apr 20 - 27 for Prime members\"},\n{\"title\": \"Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain\", \"asin\": \"B07RLV6V1G\", \"price\": \"$12.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Rock Hip Hop Jewelry Stainless Steel 18K Gold Plated Spear Point Arrowhead/Wolf Teeth Pendant Necklaces 22\\\"\", \"asin\": \"B0828RCCKS\", \"price\": \"$14.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Punk Rock Stainless Steel Playing Card Poker Dog Tag Pendant Necklace\", \"asin\": \"B08JCPHCTC\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Ace of Spades Pendant Necklace for Men and Women Poker Card Pendant with 24 Inch Link Chain\", \"asin\": \"B08GL9QKPZ\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"RTZN\\u00ae Black Onyx Necklace for Men \\u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS7BY29\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Unique Bear Necklace - Handcrafted Original Design Pendant - Perfect Steampunk Jewelry Gift for Men & Women in Elegant Box\", \"asin\": \"B0DMT6L977\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Cross Chain for Men Gold Cross Necklace 14K Gold Plated Large Nail Cross Chain Iced out CZ Pendant Hip Hop Jewelry for Women with Stainless Rope Chain\", \"asin\": \"B077SFD5ZB\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace Mens Womens Capital Letter Yellow Gold Plated Stainless Steel Box Chain 22inch\", \"asin\": \"B07NN5P4C7\", \"price\": \"$11.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain\", \"asin\": \"B0BVM7RQWH\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Saint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging\", \"asin\": \"B0C7712MT1\", \"price\": \"$19.51\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tigers Eye Necklace for Men Natural Stone Necklace Adjustable Black Rope Tiger Eye Pendant Spiritual Energy Crystals and Healing Stones Necklace Protection Necklace Gifts for Men Women\", \"asin\": \"B0CYGWVGNX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Layered Cross Necklace for Men - 18K Gold Silver Black Cross Necklaces Chain for Men, Layered Rope Chain Cross Necklace for Men 16 18 20 22 24 Inch\", \"asin\": \"B09YQJMFLM\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\\\" Chain\", \"asin\": \"B07KMB52T8\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Gold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men\", \"asin\": \"B0B6CM5PBL\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant\", \"asin\": \"B0CVXG8YXG\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace\", \"asin\": \"B083HFCWRZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"COIN - Coin Necklace, Antique Gold Alloy Metal Medallion, Includes Black Nylon Neck Cord, Perfect for Cosplay, Pirates, Caribbean, Aztec, Skull, Fantasy - COIN, Small\", \"asin\": \"B006BJFPWM\", \"price\": \"$7.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Made by Nami Pendant Necklace for Men 23\\\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Gold Wing)\", \"asin\": \"B08HM44HTT\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 18 left in stock - order soon.\"},\n{\"title\": \"Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain\", \"asin\": \"B07XP6D6YF\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Womens Large Steel Cross Pendant Necklace with Cubic Zirconia and Wheat Chain\", \"asin\": \"B06WWN6Y3V\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEOK0S\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women\", \"asin\": \"B0B2K981VV\", \"price\": \"$23.88\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Moissanite Cross Necklace 2.7 Carat Iced Out Moissanite Cross Pendant 925 Sterling Silver Cross Chain Necklace D Color VVS1 18k Gold Plated Christian Pendant\", \"asin\": \"B0D2QVK28Z\", \"price\": \"$124.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)\", \"asin\": \"B01N0F7818\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex\", \"asin\": \"B08GL9X8MC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch\", \"asin\": \"B0C53K7GFK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Viking Necklace for Men - Norse Nordic 24 Runes Alphabets Pendant Necklace Mobius Twist Pagan Amulet Talisman - Jewelry Gift for Men Women\", \"asin\": \"B0BL3QS68S\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:10:48.795Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Pendant Men\"}],\n\"product_details\": [{\"title\": \"YFN Greek God Necklace Sterling Silver Religious Protector Pendant Jewelry Gifts for Women Men\"},\n{\"price\": \"$38.69\"},\n{\"bullet_list\": \"\\u2764YFN Design\\u2764: This Sisyphus necklace is simple and elegant. It will bring good luck, bless people and protect them far from disaster. \\u2764MATERIAL\\u2764: Sisyphus necklace is made of the hypoallergenic 925 Sterling silver, nickel-free, lead-free, cadmium-free, especially for those with sensitive skin. \\u2764SIZE\\u2764: Sisyphus pendant size: 1.16*0.81 Inch (29.7*20.6 mm), the length of chain: 22+2 inch. \\u2764PERFECT GIFT\\u2764: Comes in a beautiful gift box. Sisyphus pendant for women men. It is a perfect gift for wife, girlfriend, mum, daughter, sister, family members and friends on Birthday, Valentine's Day, Anniversaries, Mother's Day, Christmas, Thanksgiving Day and so on. \\u2764SERVICE\\u2764: 100% Satisfaction and Money Back Guarantee.If there are any problems with the purchase, please feel free to contact us, we will glad to help you fix the problem.\"},\n{\"asin\": \"B0D6RDJ1QV\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"D-02 Sisyphus\"}],\n\"promotion_items\": [{\"title\": \"RTZN\\u00ae Meteorite Necklace for Men \\u2013 Premium Meteorite Mens Dog Tag Pendant Necklaces with Silver Stainless Steel Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWSCMS95\", \"price\": \"$179.95\", \"quantity\": \"\"},\n{\"title\": \"Fiusem Pendant Necklace for Men, Silver Tone Rectangular Pierced Necklace for Mens with 2.5 mm Box Chain, Stainless Steel Bar Chain, 24 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"COZBUTY Poseidon Necklace 925 Sterling SIlver Amulet Medal Jewelry Pendant Necklaces for Men Women Friends on Birthday Holiday Anniversary Christmas\", \"asin\": \"B0DG1DHWFV\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Yaumatea Men's Compass Pendant Necklace, Stainless Steel Navigator Amulet, Inspirational Guidance Jewelry, Waterproof & Sweatproof, 22+2\\u201d Chain (Silver)\", \"asin\": \"B0DPCSX3GY\", \"price\": \"$11.19\", \"quantity\": \"\"},\n{\"title\": \"Aniu Sterling Silver Metatron Cube Necklace - Sacred Geometry Archangel Pendant for Men & Women\", \"asin\": \"B0DP42H1XN\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"MVMT Men's Hex Silver Necklace\", \"asin\": \"B00G1W0FE2\", \"price\": \"$58.00\", \"quantity\": \"\"},\n{\"title\": \"HUKKUN Compass Necklace for Men 925 Sterling Silver Black Compass Pendant for Men Gear Compass Jewelry Gifts for Men Father Husband Boyfriend\", \"asin\": \"B0D72JX9KK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"IDF Necklace \\u2013 Israel Defense Forces Sterling Silver Pendant, Pro-Israel Jewelry, Jewish Jewelry for Men & Women, Patriotic Gift for Israel Supporters, Includes a Gift Pouch (Sterling Silver)\", \"asin\": \"B0DMTN3H2J\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Kuschelkatze St Michael Pendant for Men, Sterling Silver and Oxidized Protection Necklace Featuring St Michael the Archangel, Stylish Men's Necklace for Faith and Strength\", \"asin\": \"B0DJZY2WSQ\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"St Michael Pendant 925 Sterling Silver saint michael necklace for men women st michael the archangel san miguel arcangel medalla handmade holy talisman arch angels michael shield\", \"asin\": \"B09P5WWJ4N\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"WINNICACA Archangel St.Michael Necklace Shield Charm Sterling Silver Protect Us Pendant Jewelry for Men Women St Michael Medal for Son Saint Michael Protect Us Travel Gift for Father\", \"asin\": \"B0BJVDTY8C\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Eusense Athena Necklace for Women Men 925 Sterling Silver Jewelry Roman Mythology Goddess Warrior Minerva Greek Pendant Gifts for Him Birthday Anniversary Lover Female Male\", \"asin\": \"B0DJXP2LB4\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Seiyang St Michael Necklace for Men 925 Sterling Silver Round Saint Archangel Michael Medal Medallion Protection Jewelry\", \"asin\": \"B09MVS43Y7\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"INFUSEU Anubis Egyptian Necklace Men Gold Medallion Ancient African Jewelry Ankh Cross Pendant 925 Sterling Silver Women Large Medal Coin\", \"asin\": \"B0CN95V4PY\", \"price\": \"$89.99\", \"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\": \"2025-04-08T00:10:52.827Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:10:52.827Z
click
other
rule
train
88
2025-04-08T00:10:52.827Z
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "Pendant Men"}], "product_details": [{"title": "YFN Greek God Necklace Sterling Silver Religious Protector Pendant Jewelry Gifts for Women Men"}, {"price": "$38.69"}, {"bullet_list": "\u2764YFN Design\u2764: This Sisyphus necklace is simple and elegant. It will bring good luck, bless people and protect them far from disaster. \u2764MATERIAL\u2764: Sisyphus necklace is made of the hypoallergenic 925 Sterling silver, nickel-free, lead-free, cadmium-free, especially for those with sensitive skin. \u2764SIZE\u2764: Sisyphus pendant size: 1.16*0.81 Inch (29.7*20.6 mm), the length of chain: 22+2 inch. \u2764PERFECT GIFT\u2764: Comes in a beautiful gift box. Sisyphus pendant for women men. It is a perfect gift for wife, girlfriend, mum, daughter, sister, family members and friends on Birthday, Valentine's Day, Anniversaries, Mother's Day, Christmas, Thanksgiving Day and so on. \u2764SERVICE\u2764: 100% Satisfaction and Money Back Guarantee.If there are any problems with the purchase, please feel free to contact us, we will glad to help you fix the problem."}, {"asin": "B0D6RDJ1QV"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "D-02 Sisyphus"}], "promotion_items": [{"title": "RTZN\u00ae Meteorite Necklace for Men \u2013 Premium Meteorite Mens Dog Tag Pendant Necklaces with Silver Stainless Steel Chain 22\" Inch + 2\" Extension", "asin": "B0CWSCMS95", "price": "$179.95", "quantity": ""}, {"title": "Fiusem Pendant Necklace for Men, Silver Tone Rectangular Pierced Necklace for Mens with 2.5 mm Box Chain, Stainless Steel Bar Chain, 24 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "quantity": ""}, {"title": "COZBUTY Poseidon Necklace 925 Sterling SIlver Amulet Medal Jewelry Pendant Necklaces for Men Women Friends on Birthday Holiday Anniversary Christmas", "asin": "B0DG1DHWFV", "price": "$59.99", "quantity": ""}, {"title": "Yaumatea Men's Compass Pendant Necklace, Stainless Steel Navigator Amulet, Inspirational Guidance Jewelry, Waterproof & Sweatproof, 22+2\u201d Chain (Silver)", "asin": "B0DPCSX3GY", "price": "$11.19", "quantity": ""}, {"title": "Aniu Sterling Silver Metatron Cube Necklace - Sacred Geometry Archangel Pendant for Men & Women", "asin": "B0DP42H1XN", "price": "$66.49", "quantity": ""}, {"title": "MVMT Men's Hex Silver Necklace", "asin": "B00G1W0FE2", "price": "$58.00", "quantity": ""}, {"title": "HUKKUN Compass Necklace for Men 925 Sterling Silver Black Compass Pendant for Men Gear Compass Jewelry Gifts for Men Father Husband Boyfriend", "asin": "B0D72JX9KK", "price": "$39.99", "quantity": ""}, {"title": "IDF Necklace \u2013 Israel Defense Forces Sterling Silver Pendant, Pro-Israel Jewelry, Jewish Jewelry for Men & Women, Patriotic Gift for Israel Supporters, Includes a Gift Pouch (Sterling Silver)", "asin": "B0DMTN3H2J", "price": "$34.95", "quantity": ""}, {"title": "Kuschelkatze St Michael Pendant for Men, Sterling Silver and Oxidized Protection Necklace Featuring St Michael the Archangel, Stylish Men's Necklace for Faith and Strength", "asin": "B0DJZY2WSQ", "price": "$59.99", "quantity": ""}, {"title": "St Michael Pendant 925 Sterling Silver saint michael necklace for men women st michael the archangel san miguel arcangel medalla handmade holy talisman arch angels michael shield", "asin": "B09P5WWJ4N", "price": "$49.99", "quantity": ""}, {"title": "WINNICACA Archangel St.Michael Necklace Shield Charm Sterling Silver Protect Us Pendant Jewelry for Men Women St Michael Medal for Son Saint Michael Protect Us Travel Gift for Father", "asin": "B0BJVDTY8C", "price": "$49.99", "quantity": ""}, {"title": "Eusense Athena Necklace for Women Men 925 Sterling Silver Jewelry Roman Mythology Goddess Warrior Minerva Greek Pendant Gifts for Him Birthday Anniversary Lover Female Male", "asin": "B0DJXP2LB4", "price": "$49.99", "quantity": ""}, {"title": "Seiyang St Michael Necklace for Men 925 Sterling Silver Round Saint Archangel Michael Medal Medallion Protection Jewelry", "asin": "B09MVS43Y7", "price": "$64.99", "quantity": ""}, {"title": "INFUSEU Anubis Egyptian Necklace Men Gold Medallion Ancient African Jewelry Ankh Cross Pendant 925 Sterling Silver Women Large Medal Coin", "asin": "B0CN95V4PY", "price": "$89.99", "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": "2025-04-08T00:10:52.827Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:10:52.827Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T00:10:52.827Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>", "index": 88, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Pendant Men\"}],\n\"product_details\": [{\"title\": \"YFN Greek God Necklace Sterling Silver Religious Protector Pendant Jewelry Gifts for Women Men\"},\n{\"price\": \"$38.69\"},\n{\"bullet_list\": \"\\u2764YFN Design\\u2764: This Sisyphus necklace is simple and elegant. It will bring good luck, bless people and protect them far from disaster. \\u2764MATERIAL\\u2764: Sisyphus necklace is made of the hypoallergenic 925 Sterling silver, nickel-free, lead-free, cadmium-free, especially for those with sensitive skin. \\u2764SIZE\\u2764: Sisyphus pendant size: 1.16*0.81 Inch (29.7*20.6 mm), the length of chain: 22+2 inch. \\u2764PERFECT GIFT\\u2764: Comes in a beautiful gift box. Sisyphus pendant for women men. It is a perfect gift for wife, girlfriend, mum, daughter, sister, family members and friends on Birthday, Valentine's Day, Anniversaries, Mother's Day, Christmas, Thanksgiving Day and so on. \\u2764SERVICE\\u2764: 100% Satisfaction and Money Back Guarantee.If there are any problems with the purchase, please feel free to contact us, we will glad to help you fix the problem.\"},\n{\"asin\": \"B0D6RDJ1QV\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"D-02 Sisyphus\"}],\n\"promotion_items\": [{\"title\": \"RTZN\\u00ae Meteorite Necklace for Men \\u2013 Premium Meteorite Mens Dog Tag Pendant Necklaces with Silver Stainless Steel Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWSCMS95\", \"price\": \"$179.95\", \"quantity\": \"\"},\n{\"title\": \"Fiusem Pendant Necklace for Men, Silver Tone Rectangular Pierced Necklace for Mens with 2.5 mm Box Chain, Stainless Steel Bar Chain, 24 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"COZBUTY Poseidon Necklace 925 Sterling SIlver Amulet Medal Jewelry Pendant Necklaces for Men Women Friends on Birthday Holiday Anniversary Christmas\", \"asin\": \"B0DG1DHWFV\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Yaumatea Men's Compass Pendant Necklace, Stainless Steel Navigator Amulet, Inspirational Guidance Jewelry, Waterproof & Sweatproof, 22+2\\u201d Chain (Silver)\", \"asin\": \"B0DPCSX3GY\", \"price\": \"$11.19\", \"quantity\": \"\"},\n{\"title\": \"Aniu Sterling Silver Metatron Cube Necklace - Sacred Geometry Archangel Pendant for Men & Women\", \"asin\": \"B0DP42H1XN\", \"price\": \"$66.49\", \"quantity\": \"\"},\n{\"title\": \"MVMT Men's Hex Silver Necklace\", \"asin\": \"B00G1W0FE2\", \"price\": \"$58.00\", \"quantity\": \"\"},\n{\"title\": \"HUKKUN Compass Necklace for Men 925 Sterling Silver Black Compass Pendant for Men Gear Compass Jewelry Gifts for Men Father Husband Boyfriend\", \"asin\": \"B0D72JX9KK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"IDF Necklace \\u2013 Israel Defense Forces Sterling Silver Pendant, Pro-Israel Jewelry, Jewish Jewelry for Men & Women, Patriotic Gift for Israel Supporters, Includes a Gift Pouch (Sterling Silver)\", \"asin\": \"B0DMTN3H2J\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Kuschelkatze St Michael Pendant for Men, Sterling Silver and Oxidized Protection Necklace Featuring St Michael the Archangel, Stylish Men's Necklace for Faith and Strength\", \"asin\": \"B0DJZY2WSQ\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"St Michael Pendant 925 Sterling Silver saint michael necklace for men women st michael the archangel san miguel arcangel medalla handmade holy talisman arch angels michael shield\", \"asin\": \"B09P5WWJ4N\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"WINNICACA Archangel St.Michael Necklace Shield Charm Sterling Silver Protect Us Pendant Jewelry for Men Women St Michael Medal for Son Saint Michael Protect Us Travel Gift for Father\", \"asin\": \"B0BJVDTY8C\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Eusense Athena Necklace for Women Men 925 Sterling Silver Jewelry Roman Mythology Goddess Warrior Minerva Greek Pendant Gifts for Him Birthday Anniversary Lover Female Male\", \"asin\": \"B0DJXP2LB4\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Seiyang St Michael Necklace for Men 925 Sterling Silver Round Saint Archangel Michael Medal Medallion Protection Jewelry\", \"asin\": \"B09MVS43Y7\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"INFUSEU Anubis Egyptian Necklace Men Gold Medallion Ancient African Jewelry Ankh Cross Pendant 925 Sterling Silver Women Large Medal Coin\", \"asin\": \"B0CN95V4PY\", \"price\": \"$89.99\", \"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\": \"2025-04-08T00:10:52.827Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"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\": \"Pendant Men\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"RTZN\\nRTZN\\u00ae Black Onyx Necklace for Men \\u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS7BY29\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Fiusem\\nPendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"RTZN\\nRTZN\\u00ae Lapis Lazuli Necklace for Men \\u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - Blue Lapis Pendant Necklace Dog Tag with Stainless Steel Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS6ZDW8\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"MOO&LEE\\nMen's Tungsten Carbide Pendant Necklace Geometric Tungsten Pendant with 22 Inches Stainless Steel Snake Chain\", \"asin\": \"B07XXQCXF4\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"COAI\\nStainless Steel Chain Square Simple Stone Necklace\", \"asin\": \"B0CRGT1HZB\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Fiusem\\nCross Necklace for Men, Mens Cross Necklaces with 2.5mm Rope Chain, Stainless Steel Pendant Chain 16-28 Inch\", \"asin\": \"B0CLGXKJCN\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"ZENLUNANO\\nCrucifix Cross Necklace for Men and Women with 18K Gold Plated Exquisite Jesus Pendant and Double Adjustable Necklace Chains 16-30 Inch\", \"asin\": \"B0D4792WHH\", \"price\": \"$14.27\", \"quantity\": \"\"},\n{\"title\": \"FaithHeart\\nSaint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging\", \"asin\": \"B0C7712MT1\", \"price\": \"$19.51\", \"quantity\": \"\"},\n{\"title\": \"Milumber\\nCross Breathing Necklace to Quit Smoking for Men & Women \\u2013 Stainless Steel Anxiety Relief Necklace, Stop Smoking Inhaler, Breathlink & Noluva Inspired Design\", \"asin\": \"B0DK9BZ32C\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"YFN\\nGame Necklace Sterling Silver Triforce Pendant Jewelry Gifts for Men Women\", \"asin\": \"B09XPTMB4K\", \"price\": \"$33.29\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Ropartman Wooden Cross Necklace for Men, Real Ebony Inset In Black Stainless Steel Christian Wood Crucifix Pendant, Includes Necklace 24\\\" Box Chain\", \"asin\": \"B0CB15CWSC\"},\n{\"title\": \"Ropartman Wooden Cross Necklace for Men, Real Ebony Mens Cross Necklaces Black Stainless Steel Christian Wood Crucifix Pendant, with Necklace 24\\\" Round Box Chain\", \"asin\": \"B0D7397B4T\"},\n{\"title\": \"Ropartman Wooden Cross Necklace for Men, Hand Inlaid Real Ebony Gold Stainless Steel Mens Cross Necklaces, Christian Black Wood Crucifix Pendant 24\\\" Box Chain (Gold)\", \"asin\": \"B0D72PTWTS\"}],\n\"search_results\": [{\"title\": \"RTZN\\u00ae Black Onyx Necklace for Men \\u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS7BY29\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant with Adjustable 21\\\" Necklace Chain | Design-led, artisan jewelry from London\", \"asin\": \"B09BQZ4PXH\", \"price\": \"$42.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain\", \"asin\": \"B07XP6D6YF\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Tungsten Carbide Pendant Necklace Geometric Tungsten Pendant with 22 Inches Stainless Steel Snake Chain\", \"asin\": \"B07XXQCXF4\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\\u2019s Necklace Jewelry Length 22inch\", \"asin\": \"B09X1F3H11\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift\", \"asin\": \"B0C6MGS28N\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B081LKNH95\", \"price\": \"$9.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRYKC\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXMDF7Y\", \"price\": \"$44.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4-Way Cross Pendant Necklace, 24\\\" (previously Amazon Collection)\", \"asin\": \"B003H9LFUU\", \"price\": \"$40.80\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"RTZN\\u00ae Lapis Lazuli Necklace for Men \\u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - Blue Lapis Pendant Necklace Dog Tag with Stainless Steel Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS6ZDW8\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Greek God Necklace Sterling Silver Religious Protector Pendant Jewelry Gifts for Women Men\", \"asin\": \"B0D6RDJ1QV\", \"price\": \"$38.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Hollow Vertical Bar Air Freshener Perfume Oil Diffuser Locket Charm Jewelry Pendant Necklace For Women Men Love\", \"asin\": \"B0DS9KNQBF\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy\", \"asin\": \"B07SLLZ1CP\", \"price\": \"$47.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Crucifix Cross Necklace 18K Gold Plated Cross Pendant with 3mm 22\\\" Rope Chain for Men Women\", \"asin\": \"B09YXQBPPK\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Healing Crystal Stone Pointed Necklace Adjustable Black Rope Natural Gemstone Pendant Necklaces Jewelry for Men Women\", \"asin\": \"B09SPY7ZXC\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B0CR5XN8VJ\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Opal Pendant, 925 Sterling Silver Handmade Blue Opal Signet Men's Pendant, Mens Jewelry, Boyfriend Gift, Gift For Him\", \"asin\": \"B0F3P4DLZT\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery May 5 - 13 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Tone Box Chains for Men, 2.5/3/4/4.5/5mm Stainless Steel Flat Box Chain Necklace, Necklaces for Men and Women 16-28 Inches\", \"asin\": \"B0DHVBRN1Y\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B08M9R63D5\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Bible Verse Prayer Necklace Christian Jewelry Gold Stainless Steel Praying Hands Coin Medal Pendant\", \"asin\": \"B07X6SNM87\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Necklace Lion Pendant Necklace, Bigger in Size, Silver Plated Stainless Steel, 3PCS Shiny CZ Diamonds, Comes with Rope Chain 24\\u201dand in a Gift Box\", \"asin\": \"B01EQ60NS2\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gemstone Crystal Necklace Pendant - Healing Good Luck Donut Crystal Stone Jewelry Necklace - Positive Energy Amulet Unisex Adjustable Cord\", \"asin\": \"B09YJRL6V8\", \"price\": \"$14.95\", \"delivery\": \"FREE delivery Apr 20 - 27 for Prime members\"},\n{\"title\": \"Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain\", \"asin\": \"B07RLV6V1G\", \"price\": \"$12.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Rock Hip Hop Jewelry Stainless Steel 18K Gold Plated Spear Point Arrowhead/Wolf Teeth Pendant Necklaces 22\\\"\", \"asin\": \"B0828RCCKS\", \"price\": \"$14.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Punk Rock Stainless Steel Playing Card Poker Dog Tag Pendant Necklace\", \"asin\": \"B08JCPHCTC\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Ace of Spades Pendant Necklace for Men and Women Poker Card Pendant with 24 Inch Link Chain\", \"asin\": \"B08GL9QKPZ\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"RTZN\\u00ae Black Onyx Necklace for Men \\u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS7BY29\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Unique Bear Necklace - Handcrafted Original Design Pendant - Perfect Steampunk Jewelry Gift for Men & Women in Elegant Box\", \"asin\": \"B0DMT6L977\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Cross Chain for Men Gold Cross Necklace 14K Gold Plated Large Nail Cross Chain Iced out CZ Pendant Hip Hop Jewelry for Women with Stainless Rope Chain\", \"asin\": \"B077SFD5ZB\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace Mens Womens Capital Letter Yellow Gold Plated Stainless Steel Box Chain 22inch\", \"asin\": \"B07NN5P4C7\", \"price\": \"$11.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain\", \"asin\": \"B0BVM7RQWH\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Saint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging\", \"asin\": \"B0C7712MT1\", \"price\": \"$19.51\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tigers Eye Necklace for Men Natural Stone Necklace Adjustable Black Rope Tiger Eye Pendant Spiritual Energy Crystals and Healing Stones Necklace Protection Necklace Gifts for Men Women\", \"asin\": \"B0CYGWVGNX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Layered Cross Necklace for Men - 18K Gold Silver Black Cross Necklaces Chain for Men, Layered Rope Chain Cross Necklace for Men 16 18 20 22 24 Inch\", \"asin\": \"B09YQJMFLM\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\\\" Chain\", \"asin\": \"B07KMB52T8\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Gold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men\", \"asin\": \"B0B6CM5PBL\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant\", \"asin\": \"B0CVXG8YXG\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace\", \"asin\": \"B083HFCWRZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"COIN - Coin Necklace, Antique Gold Alloy Metal Medallion, Includes Black Nylon Neck Cord, Perfect for Cosplay, Pirates, Caribbean, Aztec, Skull, Fantasy - COIN, Small\", \"asin\": \"B006BJFPWM\", \"price\": \"$7.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Made by Nami Pendant Necklace for Men 23\\\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Gold Wing)\", \"asin\": \"B08HM44HTT\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 18 left in stock - order soon.\"},\n{\"title\": \"Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain\", \"asin\": \"B07XP6D6YF\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Womens Large Steel Cross Pendant Necklace with Cubic Zirconia and Wheat Chain\", \"asin\": \"B06WWN6Y3V\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEOK0S\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women\", \"asin\": \"B0B2K981VV\", \"price\": \"$23.88\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Moissanite Cross Necklace 2.7 Carat Iced Out Moissanite Cross Pendant 925 Sterling Silver Cross Chain Necklace D Color VVS1 18k Gold Plated Christian Pendant\", \"asin\": \"B0D2QVK28Z\", \"price\": \"$124.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)\", \"asin\": \"B01N0F7818\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex\", \"asin\": \"B08GL9X8MC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch\", \"asin\": \"B0C53K7GFK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Viking Necklace for Men - Norse Nordic 24 Runes Alphabets Pendant Necklace Mobius Twist Pagan Amulet Talisman - Jewelry Gift for Men Women\", \"asin\": \"B0BL3QS68S\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:12:56.843Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:12:56.843Z
input
Pendant Men silver
rule
train
89
2025-04-08T00:12:56.843Z
input
Pendant Men silver
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "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": "Pendant Men"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "RTZN\nRTZN\u00ae Black Onyx Necklace for Men \u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\" Inch + 2\" Extension", "asin": "B0CWS7BY29", "price": "$49.95", "quantity": ""}, {"title": "Fiusem\nPendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "quantity": ""}, {"title": "RTZN\nRTZN\u00ae Lapis Lazuli Necklace for Men \u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - 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Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\"", "asin": "B07QP9GPNF", "price": "$21.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry", "asin": "B081LKNH95", "price": "$9.78", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry", "asin": "B09YNCRYKC", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Religious Pendant with 21\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant", "asin": "B0CGXMDF7Y", "price": "$44.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "4-Way Cross Pendant Necklace, 24\" (previously Amazon Collection)", "asin": "B003H9LFUU", "price": "$40.80", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "RTZN\u00ae Lapis Lazuli Necklace for Men \u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - Blue Lapis Pendant Necklace Dog Tag with Stainless Steel Chain 22\" Inch + 2\" Extension", "asin": "B0CWS6ZDW8", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Greek God Necklace Sterling Silver Religious Protector Pendant Jewelry Gifts for Women Men", "asin": "B0D6RDJ1QV", "price": "$38.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel Hollow Vertical Bar Air Freshener Perfume Oil Diffuser Locket Charm Jewelry Pendant Necklace For Women Men Love", "asin": "B0DS9KNQBF", "price": "$8.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy", "asin": "B07SLLZ1CP", "price": "$47.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Crucifix Cross Necklace 18K Gold Plated Cross Pendant with 3mm 22\" Rope Chain for Men Women", "asin": "B09YXQBPPK", "price": "$22.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Healing Crystal Stone Pointed Necklace Adjustable Black Rope Natural Gemstone Pendant Necklaces Jewelry for Men Women", "asin": "B09SPY7ZXC", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\"-26\"", "asin": "B0CR5XN8VJ", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Opal Pendant, 925 Sterling Silver Handmade Blue Opal Signet Men's Pendant, Mens Jewelry, Boyfriend Gift, Gift For Him", "asin": "B0F3P4DLZT", "price": "$32.99", "delivery": "FREE delivery May 5 - 13 Or fastest delivery Apr 16 - 18"}, {"title": "Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches", "asin": "B0CQ82319S", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Silver Tone Box Chains for Men, 2.5/3/4/4.5/5mm Stainless Steel Flat Box Chain Necklace, Necklaces for Men and Women 16-28 Inches", "asin": "B0DHVBRN1Y", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\" Long Choose Your Color (Fit Upto 6mm Link Chain)", "asin": "B00JV6MB0Q", "price": "$22.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry", "asin": "B08M9R63D5", "price": "$11.04", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Bible Verse Prayer Necklace Christian Jewelry Gold Stainless Steel Praying Hands Coin Medal Pendant", "asin": "B07X6SNM87", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Necklace Lion Pendant Necklace, Bigger in Size, Silver Plated Stainless Steel, 3PCS Shiny CZ Diamonds, Comes with Rope Chain 24\u201dand in a Gift Box", "asin": "B01EQ60NS2", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Gemstone Crystal Necklace Pendant - Healing Good Luck Donut Crystal Stone Jewelry Necklace - Positive Energy Amulet Unisex Adjustable Cord", "asin": "B09YJRL6V8", "price": "$14.95", "delivery": "FREE delivery Apr 20 - 27 for Prime members"}, {"title": "Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain", "asin": "B07RLV6V1G", "price": "$12.78", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men Rock Hip Hop Jewelry Stainless Steel 18K Gold Plated Spear Point Arrowhead/Wolf Teeth Pendant Necklaces 22\"", "asin": "B0828RCCKS", "price": "$14.97", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Punk Rock Stainless Steel Playing Card Poker Dog Tag Pendant Necklace", "asin": "B08JCPHCTC", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel Ace of Spades Pendant Necklace for Men and Women Poker Card Pendant with 24 Inch Link Chain", "asin": "B08GL9QKPZ", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "RTZN\u00ae Black Onyx Necklace for Men \u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\" Inch + 2\" Extension", "asin": "B0CWS7BY29", "price": "$49.95", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Unique Bear Necklace - Handcrafted Original Design Pendant - Perfect Steampunk Jewelry Gift for Men & Women in Elegant Box", "asin": "B0DMT6L977", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Cross Chain for Men Gold Cross Necklace 14K Gold Plated Large Nail Cross Chain Iced out CZ Pendant Hip Hop Jewelry for Women with Stainless Rope Chain", "asin": "B077SFD5ZB", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial A-Z Letter Pendant Necklace Mens Womens Capital Letter Yellow Gold Plated Stainless Steel Box Chain 22inch", "asin": "B07NN5P4C7", "price": "$11.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain", "asin": "B0BVM7RQWH", "price": "$13.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Saint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging", "asin": "B0C7712MT1", "price": "$19.51", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Tigers Eye Necklace for Men Natural Stone Necklace Adjustable Black Rope Tiger Eye Pendant Spiritual Energy Crystals and Healing Stones Necklace Protection Necklace Gifts for Men Women", "asin": "B0CYGWVGNX", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Layered Cross Necklace for Men - 18K Gold Silver Black Cross Necklaces Chain for Men, Layered Rope Chain Cross Necklace for Men 16 18 20 22 24 Inch", "asin": "B09YQJMFLM", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains", "asin": "B0DM4TKSH1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\" Chain", "asin": "B07KMB52T8", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch", "asin": "B095JQ46X8", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Gold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men", "asin": "B0B6CM5PBL", "price": "$11.04", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant", "asin": "B0CVXG8YXG", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace", "asin": "B083HFCWRZ", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \u2026", "asin": "B0B6FNBZ2V", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches", "asin": "B097CF7R4Y", "price": "$13.29", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Silver Necklace with Pendant Handmade 23\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him", "asin": "B0BC1BQN86", "price": "$19.99", "delivery": "FREE delivery Apr 11 - 14 for Prime members"}, {"title": "COIN - Coin Necklace, Antique Gold Alloy Metal Medallion, Includes Black Nylon Neck Cord, Perfect for Cosplay, Pirates, Caribbean, Aztec, Skull, Fantasy - COIN, Small", "asin": "B006BJFPWM", "price": "$7.15", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Made by Nami Pendant Necklace for Men 23\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Gold Wing)", "asin": "B08HM44HTT", "price": "$10.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 18 left in stock - order soon."}, {"title": "Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain", "asin": "B07XP6D6YF", "price": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Womens Large Steel Cross Pendant Necklace with Cubic Zirconia and Wheat Chain", "asin": "B06WWN6Y3V", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue", "asin": "B01FSEOK0S", "price": "$8.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women", "asin": "B0B2K981VV", "price": "$23.88", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Moissanite Cross Necklace 2.7 Carat Iced Out Moissanite Cross Pendant 925 Sterling Silver Cross Chain Necklace D Color VVS1 18k Gold Plated Christian Pendant", "asin": "B0D2QVK28Z", "price": "$124.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)", "asin": "B01N0F7818", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\"-26\"", "asin": "B075RVHX62", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex", "asin": "B08GL9X8MC", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch", "asin": "B0C53K7GFK", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Viking Necklace for Men - Norse Nordic 24 Runes Alphabets Pendant Necklace Mobius Twist Pagan Amulet Talisman - Jewelry Gift for Men Women", "asin": "B0BL3QS68S", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver", "asin": "B07D23C6TC", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T00:12:56.843Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:12:56.843Z\",\"action\": \"input\",\"acion_argument\": \"Pendant Men silver\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T00:12:56.843Z\",\"action\": \"input\",\"acion_argument\": \"Pendant Men silver\",}</answer>", "index": 89, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"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\": \"Pendant Men\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"RTZN\\nRTZN\\u00ae Black Onyx Necklace for Men \\u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS7BY29\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Fiusem\\nPendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"RTZN\\nRTZN\\u00ae Lapis Lazuli Necklace for Men \\u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - Blue Lapis Pendant Necklace Dog Tag with Stainless Steel Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS6ZDW8\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"MOO&LEE\\nMen's Tungsten Carbide Pendant Necklace Geometric Tungsten Pendant with 22 Inches Stainless Steel Snake Chain\", \"asin\": \"B07XXQCXF4\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"COAI\\nStainless Steel Chain Square Simple Stone Necklace\", \"asin\": \"B0CRGT1HZB\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Fiusem\\nCross Necklace for Men, Mens Cross Necklaces with 2.5mm Rope Chain, Stainless Steel Pendant Chain 16-28 Inch\", \"asin\": \"B0CLGXKJCN\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"ZENLUNANO\\nCrucifix Cross Necklace for Men and Women with 18K Gold Plated Exquisite Jesus Pendant and Double Adjustable Necklace Chains 16-30 Inch\", \"asin\": \"B0D4792WHH\", \"price\": \"$14.27\", \"quantity\": \"\"},\n{\"title\": \"FaithHeart\\nSaint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging\", \"asin\": \"B0C7712MT1\", \"price\": \"$19.51\", \"quantity\": \"\"},\n{\"title\": \"Milumber\\nCross Breathing Necklace to Quit Smoking for Men & Women \\u2013 Stainless Steel Anxiety Relief Necklace, Stop Smoking Inhaler, Breathlink & Noluva Inspired Design\", \"asin\": \"B0DK9BZ32C\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"YFN\\nGame Necklace Sterling Silver Triforce Pendant Jewelry Gifts for Men Women\", \"asin\": \"B09XPTMB4K\", \"price\": \"$33.29\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Ropartman Wooden Cross Necklace for Men, Real Ebony Inset In Black Stainless Steel Christian Wood Crucifix Pendant, Includes Necklace 24\\\" Box Chain\", \"asin\": \"B0CB15CWSC\"},\n{\"title\": \"Ropartman Wooden Cross Necklace for Men, Real Ebony Mens Cross Necklaces Black Stainless Steel Christian Wood Crucifix Pendant, with Necklace 24\\\" Round Box Chain\", \"asin\": \"B0D7397B4T\"},\n{\"title\": \"Ropartman Wooden Cross Necklace for Men, Hand Inlaid Real Ebony Gold Stainless Steel Mens Cross Necklaces, Christian Black Wood Crucifix Pendant 24\\\" Box Chain (Gold)\", \"asin\": \"B0D72PTWTS\"}],\n\"search_results\": [{\"title\": \"RTZN\\u00ae Black Onyx Necklace for Men \\u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS7BY29\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant with Adjustable 21\\\" Necklace Chain | Design-led, artisan jewelry from London\", \"asin\": \"B09BQZ4PXH\", \"price\": \"$42.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain\", \"asin\": \"B07XP6D6YF\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Tungsten Carbide Pendant Necklace Geometric Tungsten Pendant with 22 Inches Stainless Steel Snake Chain\", \"asin\": \"B07XXQCXF4\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\\u2019s Necklace Jewelry Length 22inch\", \"asin\": \"B09X1F3H11\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift\", \"asin\": \"B0C6MGS28N\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B081LKNH95\", \"price\": \"$9.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRYKC\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXMDF7Y\", \"price\": \"$44.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4-Way Cross Pendant Necklace, 24\\\" (previously Amazon Collection)\", \"asin\": \"B003H9LFUU\", \"price\": \"$40.80\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"RTZN\\u00ae Lapis Lazuli Necklace for Men \\u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - Blue Lapis Pendant Necklace Dog Tag with Stainless Steel Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS6ZDW8\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Greek God Necklace Sterling Silver Religious Protector Pendant Jewelry Gifts for Women Men\", \"asin\": \"B0D6RDJ1QV\", \"price\": \"$38.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Hollow Vertical Bar Air Freshener Perfume Oil Diffuser Locket Charm Jewelry Pendant Necklace For Women Men Love\", \"asin\": \"B0DS9KNQBF\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy\", \"asin\": \"B07SLLZ1CP\", \"price\": \"$47.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Crucifix Cross Necklace 18K Gold Plated Cross Pendant with 3mm 22\\\" Rope Chain for Men Women\", \"asin\": \"B09YXQBPPK\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Healing Crystal Stone Pointed Necklace Adjustable Black Rope Natural Gemstone Pendant Necklaces Jewelry for Men Women\", \"asin\": \"B09SPY7ZXC\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B0CR5XN8VJ\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Opal Pendant, 925 Sterling Silver Handmade Blue Opal Signet Men's Pendant, Mens Jewelry, Boyfriend Gift, Gift For Him\", \"asin\": \"B0F3P4DLZT\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery May 5 - 13 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Tone Box Chains for Men, 2.5/3/4/4.5/5mm Stainless Steel Flat Box Chain Necklace, Necklaces for Men and Women 16-28 Inches\", \"asin\": \"B0DHVBRN1Y\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B08M9R63D5\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Bible Verse Prayer Necklace Christian Jewelry Gold Stainless Steel Praying Hands Coin Medal Pendant\", \"asin\": \"B07X6SNM87\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Necklace Lion Pendant Necklace, Bigger in Size, Silver Plated Stainless Steel, 3PCS Shiny CZ Diamonds, Comes with Rope Chain 24\\u201dand in a Gift Box\", \"asin\": \"B01EQ60NS2\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gemstone Crystal Necklace Pendant - Healing Good Luck Donut Crystal Stone Jewelry Necklace - Positive Energy Amulet Unisex Adjustable Cord\", \"asin\": \"B09YJRL6V8\", \"price\": \"$14.95\", \"delivery\": \"FREE delivery Apr 20 - 27 for Prime members\"},\n{\"title\": \"Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain\", \"asin\": \"B07RLV6V1G\", \"price\": \"$12.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Rock Hip Hop Jewelry Stainless Steel 18K Gold Plated Spear Point Arrowhead/Wolf Teeth Pendant Necklaces 22\\\"\", \"asin\": \"B0828RCCKS\", \"price\": \"$14.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Punk Rock Stainless Steel Playing Card Poker Dog Tag Pendant Necklace\", \"asin\": \"B08JCPHCTC\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Ace of Spades Pendant Necklace for Men and Women Poker Card Pendant with 24 Inch Link Chain\", \"asin\": \"B08GL9QKPZ\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"RTZN\\u00ae Black Onyx Necklace for Men \\u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS7BY29\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Unique Bear Necklace - Handcrafted Original Design Pendant - Perfect Steampunk Jewelry Gift for Men & Women in Elegant Box\", \"asin\": \"B0DMT6L977\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Cross Chain for Men Gold Cross Necklace 14K Gold Plated Large Nail Cross Chain Iced out CZ Pendant Hip Hop Jewelry for Women with Stainless Rope Chain\", \"asin\": \"B077SFD5ZB\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace Mens Womens Capital Letter Yellow Gold Plated Stainless Steel Box Chain 22inch\", \"asin\": \"B07NN5P4C7\", \"price\": \"$11.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain\", \"asin\": \"B0BVM7RQWH\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Saint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging\", \"asin\": \"B0C7712MT1\", \"price\": \"$19.51\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tigers Eye Necklace for Men Natural Stone Necklace Adjustable Black Rope Tiger Eye Pendant Spiritual Energy Crystals and Healing Stones Necklace Protection Necklace Gifts for Men Women\", \"asin\": \"B0CYGWVGNX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Layered Cross Necklace for Men - 18K Gold Silver Black Cross Necklaces Chain for Men, Layered Rope Chain Cross Necklace for Men 16 18 20 22 24 Inch\", \"asin\": \"B09YQJMFLM\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\\\" Chain\", \"asin\": \"B07KMB52T8\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Gold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men\", \"asin\": \"B0B6CM5PBL\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant\", \"asin\": \"B0CVXG8YXG\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace\", \"asin\": \"B083HFCWRZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"COIN - Coin Necklace, Antique Gold Alloy Metal Medallion, Includes Black Nylon Neck Cord, Perfect for Cosplay, Pirates, Caribbean, Aztec, Skull, Fantasy - COIN, Small\", \"asin\": \"B006BJFPWM\", \"price\": \"$7.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Made by Nami Pendant Necklace for Men 23\\\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Gold Wing)\", \"asin\": \"B08HM44HTT\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 18 left in stock - order soon.\"},\n{\"title\": \"Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain\", \"asin\": \"B07XP6D6YF\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Womens Large Steel Cross Pendant Necklace with Cubic Zirconia and Wheat Chain\", \"asin\": \"B06WWN6Y3V\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEOK0S\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women\", \"asin\": \"B0B2K981VV\", \"price\": \"$23.88\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Moissanite Cross Necklace 2.7 Carat Iced Out Moissanite Cross Pendant 925 Sterling Silver Cross Chain Necklace D Color VVS1 18k Gold Plated Christian Pendant\", \"asin\": \"B0D2QVK28Z\", \"price\": \"$124.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)\", \"asin\": \"B01N0F7818\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex\", \"asin\": \"B08GL9X8MC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch\", \"asin\": \"B0C53K7GFK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Viking Necklace for Men - Norse Nordic 24 Runes Alphabets Pendant Necklace Mobius Twist Pagan Amulet Talisman - Jewelry Gift for Men Women\", \"asin\": \"B0BL3QS68S\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:12:56.843Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Pendant Men silver\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"RTZN\\nRTZN\\u00ae Black Onyx Necklace for Men \\u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS7BY29\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Fiusem\\nPendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"RTZN\\nRTZN\\u00ae Lapis Lazuli Necklace for Men \\u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - Blue Lapis Pendant Necklace Dog Tag with Stainless Steel Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS6ZDW8\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"MOO&LEE\\nMen's Tungsten Carbide Pendant Necklace Geometric Tungsten Pendant with 22 Inches Stainless Steel Snake Chain\", \"asin\": \"B07XXQCXF4\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"COAI\\nStainless Steel Chain Square Simple Stone Necklace\", \"asin\": \"B0CRGT1HZB\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Fiusem\\nCross Necklace for Men, Mens Cross Necklaces with 2.5mm Rope Chain, Stainless Steel Pendant Chain 16-28 Inch\", \"asin\": \"B0CLGXKJCN\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"ZENLUNANO\\nCrucifix Cross Necklace for Men and Women with 18K Gold Plated Exquisite Jesus Pendant and Double Adjustable Necklace Chains 16-30 Inch\", \"asin\": \"B0D4792WHH\", \"price\": \"$14.27\", \"quantity\": \"\"},\n{\"title\": \"FaithHeart\\nSaint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging\", \"asin\": \"B0C7712MT1\", \"price\": \"$19.51\", \"quantity\": \"\"},\n{\"title\": \"Milumber\\nCross Breathing Necklace to Quit Smoking for Men & Women \\u2013 Stainless Steel Anxiety Relief Necklace, Stop Smoking Inhaler, Breathlink & Noluva Inspired Design\", \"asin\": \"B0DK9BZ32C\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"YFN\\nGame Necklace Sterling Silver Triforce Pendant Jewelry Gifts for Men Women\", \"asin\": \"B09XPTMB4K\", \"price\": \"$33.29\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Ropartman Wooden Cross Necklace for Men, Real Ebony Inset In Black Stainless Steel Christian Wood Crucifix Pendant, Includes Necklace 24\\\" Box Chain\", \"asin\": \"B0CB15CWSC\"},\n{\"title\": \"Ropartman Wooden Cross Necklace for Men, Real Ebony Mens Cross Necklaces Black Stainless Steel Christian Wood Crucifix Pendant, with Necklace 24\\\" Round Box Chain\", \"asin\": \"B0D7397B4T\"},\n{\"title\": \"Ropartman Wooden Cross Necklace for Men, Hand Inlaid Real Ebony Gold Stainless Steel Mens Cross Necklaces, Christian Black Wood Crucifix Pendant 24\\\" Box Chain (Gold)\", \"asin\": \"B0D72PTWTS\"}],\n\"search_results\": [{\"title\": \"RTZN\\u00ae Black Onyx Necklace for Men \\u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS7BY29\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant with Adjustable 21\\\" Necklace Chain | Design-led, artisan jewelry from London\", \"asin\": \"B09BQZ4PXH\", \"price\": \"$42.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain\", \"asin\": \"B07XP6D6YF\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Tungsten Carbide Pendant Necklace Geometric Tungsten Pendant with 22 Inches Stainless Steel Snake Chain\", \"asin\": \"B07XXQCXF4\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\\u2019s Necklace Jewelry Length 22inch\", \"asin\": \"B09X1F3H11\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift\", \"asin\": \"B0C6MGS28N\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B081LKNH95\", \"price\": \"$9.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRYKC\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXMDF7Y\", \"price\": \"$44.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4-Way Cross Pendant Necklace, 24\\\" (previously Amazon Collection)\", \"asin\": \"B003H9LFUU\", \"price\": \"$40.80\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"RTZN\\u00ae Lapis Lazuli Necklace for Men \\u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - Blue Lapis Pendant Necklace Dog Tag with Stainless Steel Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS6ZDW8\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Greek God Necklace Sterling Silver Religious Protector Pendant Jewelry Gifts for Women Men\", \"asin\": \"B0D6RDJ1QV\", \"price\": \"$38.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Hollow Vertical Bar Air Freshener Perfume Oil Diffuser Locket Charm Jewelry Pendant Necklace For Women Men Love\", \"asin\": \"B0DS9KNQBF\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy\", \"asin\": \"B07SLLZ1CP\", \"price\": \"$47.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Crucifix Cross Necklace 18K Gold Plated Cross Pendant with 3mm 22\\\" Rope Chain for Men Women\", \"asin\": \"B09YXQBPPK\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Healing Crystal Stone Pointed Necklace Adjustable Black Rope Natural Gemstone Pendant Necklaces Jewelry for Men Women\", \"asin\": \"B09SPY7ZXC\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B0CR5XN8VJ\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Opal Pendant, 925 Sterling Silver Handmade Blue Opal Signet Men's Pendant, Mens Jewelry, Boyfriend Gift, Gift For Him\", \"asin\": \"B0F3P4DLZT\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery May 5 - 13 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Tone Box Chains for Men, 2.5/3/4/4.5/5mm Stainless Steel Flat Box Chain Necklace, Necklaces for Men and Women 16-28 Inches\", \"asin\": \"B0DHVBRN1Y\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B08M9R63D5\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Bible Verse Prayer Necklace Christian Jewelry Gold Stainless Steel Praying Hands Coin Medal Pendant\", \"asin\": \"B07X6SNM87\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Necklace Lion Pendant Necklace, Bigger in Size, Silver Plated Stainless Steel, 3PCS Shiny CZ Diamonds, Comes with Rope Chain 24\\u201dand in a Gift Box\", \"asin\": \"B01EQ60NS2\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gemstone Crystal Necklace Pendant - Healing Good Luck Donut Crystal Stone Jewelry Necklace - Positive Energy Amulet Unisex Adjustable Cord\", \"asin\": \"B09YJRL6V8\", \"price\": \"$14.95\", \"delivery\": \"FREE delivery Apr 20 - 27 for Prime members\"},\n{\"title\": \"Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain\", \"asin\": \"B07RLV6V1G\", \"price\": \"$12.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Rock Hip Hop Jewelry Stainless Steel 18K Gold Plated Spear Point Arrowhead/Wolf Teeth Pendant Necklaces 22\\\"\", \"asin\": \"B0828RCCKS\", \"price\": \"$14.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Punk Rock Stainless Steel Playing Card Poker Dog Tag Pendant Necklace\", \"asin\": \"B08JCPHCTC\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Ace of Spades Pendant Necklace for Men and Women Poker Card Pendant with 24 Inch Link Chain\", \"asin\": \"B08GL9QKPZ\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"RTZN\\u00ae Black Onyx Necklace for Men \\u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS7BY29\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Unique Bear Necklace - Handcrafted Original Design Pendant - Perfect Steampunk Jewelry Gift for Men & Women in Elegant Box\", \"asin\": \"B0DMT6L977\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Cross Chain for Men Gold Cross Necklace 14K Gold Plated Large Nail Cross Chain Iced out CZ Pendant Hip Hop Jewelry for Women with Stainless Rope Chain\", \"asin\": \"B077SFD5ZB\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace Mens Womens Capital Letter Yellow Gold Plated Stainless Steel Box Chain 22inch\", \"asin\": \"B07NN5P4C7\", \"price\": \"$11.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain\", \"asin\": \"B0BVM7RQWH\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Saint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging\", \"asin\": \"B0C7712MT1\", \"price\": \"$19.51\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tigers Eye Necklace for Men Natural Stone Necklace Adjustable Black Rope Tiger Eye Pendant Spiritual Energy Crystals and Healing Stones Necklace Protection Necklace Gifts for Men Women\", \"asin\": \"B0CYGWVGNX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Layered Cross Necklace for Men - 18K Gold Silver Black Cross Necklaces Chain for Men, Layered Rope Chain Cross Necklace for Men 16 18 20 22 24 Inch\", \"asin\": \"B09YQJMFLM\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\\\" Chain\", \"asin\": \"B07KMB52T8\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Gold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men\", \"asin\": \"B0B6CM5PBL\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant\", \"asin\": \"B0CVXG8YXG\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace\", \"asin\": \"B083HFCWRZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"COIN - Coin Necklace, Antique Gold Alloy Metal Medallion, Includes Black Nylon Neck Cord, Perfect for Cosplay, Pirates, Caribbean, Aztec, Skull, Fantasy - COIN, Small\", \"asin\": \"B006BJFPWM\", \"price\": \"$7.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Made by Nami Pendant Necklace for Men 23\\\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Gold Wing)\", \"asin\": \"B08HM44HTT\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 18 left in stock - order soon.\"},\n{\"title\": \"Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain\", \"asin\": \"B07XP6D6YF\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Womens Large Steel Cross Pendant Necklace with Cubic Zirconia and Wheat Chain\", \"asin\": \"B06WWN6Y3V\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEOK0S\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women\", \"asin\": \"B0B2K981VV\", \"price\": \"$23.88\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Moissanite Cross Necklace 2.7 Carat Iced Out Moissanite Cross Pendant 925 Sterling Silver Cross Chain Necklace D Color VVS1 18k Gold Plated Christian Pendant\", \"asin\": \"B0D2QVK28Z\", \"price\": \"$124.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)\", \"asin\": \"B01N0F7818\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex\", \"asin\": \"B08GL9X8MC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch\", \"asin\": \"B0C53K7GFK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Viking Necklace for Men - Norse Nordic 24 Runes Alphabets Pendant Necklace Mobius Twist Pagan Amulet Talisman - Jewelry Gift for Men Women\", \"asin\": \"B0BL3QS68S\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:12:57.156Z\", // 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
2025-04-08T00:12:57.156Z
click
search
rule
train
90
2025-04-08T00:12:57.156Z
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "Pendant Men silver"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "RTZN\nRTZN\u00ae Black Onyx Necklace for Men \u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\" Inch + 2\" Extension", "asin": "B0CWS7BY29", "price": "$49.95", "quantity": ""}, {"title": "Fiusem\nPendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "quantity": ""}, {"title": "RTZN\nRTZN\u00ae Lapis Lazuli Necklace for Men \u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - 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Handcrafted Original Design Pendant - Perfect Steampunk Jewelry Gift for Men & Women in Elegant Box", "asin": "B0DMT6L977", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Cross Chain for Men Gold Cross Necklace 14K Gold Plated Large Nail Cross Chain Iced out CZ Pendant Hip Hop Jewelry for Women with Stainless Rope Chain", "asin": "B077SFD5ZB", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial A-Z Letter Pendant Necklace Mens Womens Capital Letter Yellow Gold Plated Stainless Steel Box Chain 22inch", "asin": "B07NN5P4C7", "price": "$11.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain", "asin": "B0BVM7RQWH", "price": "$13.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Saint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging", "asin": "B0C7712MT1", "price": "$19.51", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Tigers Eye Necklace for Men Natural Stone Necklace Adjustable Black Rope Tiger Eye Pendant Spiritual Energy Crystals and Healing Stones Necklace Protection Necklace Gifts for Men Women", "asin": "B0CYGWVGNX", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Layered Cross Necklace for Men - 18K Gold Silver Black Cross Necklaces Chain for Men, Layered Rope Chain Cross Necklace for Men 16 18 20 22 24 Inch", "asin": "B09YQJMFLM", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains", "asin": "B0DM4TKSH1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\" Chain", "asin": "B07KMB52T8", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch", "asin": "B095JQ46X8", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Gold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men", "asin": "B0B6CM5PBL", "price": "$11.04", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant", "asin": "B0CVXG8YXG", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace", "asin": "B083HFCWRZ", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \u2026", "asin": "B0B6FNBZ2V", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches", "asin": "B097CF7R4Y", "price": "$13.29", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Silver Necklace with Pendant Handmade 23\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him", "asin": "B0BC1BQN86", "price": "$19.99", "delivery": "FREE delivery Apr 11 - 14 for Prime members"}, {"title": "COIN - Coin Necklace, Antique Gold Alloy Metal Medallion, Includes Black Nylon Neck Cord, Perfect for Cosplay, Pirates, Caribbean, Aztec, Skull, Fantasy - COIN, Small", "asin": "B006BJFPWM", "price": "$7.15", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Made by Nami Pendant Necklace for Men 23\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Gold Wing)", "asin": "B08HM44HTT", "price": "$10.99", "delivery": " Two-Day FREE delivery Wed, Apr 9 Only 18 left in stock - order soon."}, {"title": "Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain", "asin": "B07XP6D6YF", "price": "$19.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Womens Large Steel Cross Pendant Necklace with Cubic Zirconia and Wheat Chain", "asin": "B06WWN6Y3V", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue", "asin": "B01FSEOK0S", "price": "$8.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women", "asin": "B0B2K981VV", "price": "$23.88", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Moissanite Cross Necklace 2.7 Carat Iced Out Moissanite Cross Pendant 925 Sterling Silver Cross Chain Necklace D Color VVS1 18k Gold Plated Christian Pendant", "asin": "B0D2QVK28Z", "price": "$124.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)", "asin": "B01N0F7818", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\"-26\"", "asin": "B075RVHX62", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex", "asin": "B08GL9X8MC", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch", "asin": "B0C53K7GFK", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Viking Necklace for Men - Norse Nordic 24 Runes Alphabets Pendant Necklace Mobius Twist Pagan Amulet Talisman - Jewelry Gift for Men Women", "asin": "B0BL3QS68S", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver", "asin": "B07D23C6TC", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T00:12:57.156Z", // 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\": \"2025-04-08T00:12:57.156Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T00:12:57.156Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 90, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n<|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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Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B081LKNH95\", \"price\": \"$9.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRYKC\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXMDF7Y\", \"price\": \"$44.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"4-Way Cross Pendant Necklace, 24\\\" (previously Amazon Collection)\", \"asin\": \"B003H9LFUU\", \"price\": \"$40.80\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"RTZN\\u00ae Lapis Lazuli Necklace for Men \\u2013 Premium Handcrafted Lapis Lazuli Pendant Necklaces - Blue Lapis Pendant Necklace Dog Tag with Stainless Steel Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS6ZDW8\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Greek God Necklace Sterling Silver Religious Protector Pendant Jewelry Gifts for Women Men\", \"asin\": \"B0D6RDJ1QV\", \"price\": \"$38.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Hollow Vertical Bar Air Freshener Perfume Oil Diffuser Locket Charm Jewelry Pendant Necklace For Women Men Love\", \"asin\": \"B0DS9KNQBF\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy\", \"asin\": \"B07SLLZ1CP\", \"price\": \"$47.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Crucifix Cross Necklace 18K Gold Plated Cross Pendant with 3mm 22\\\" Rope Chain for Men Women\", \"asin\": \"B09YXQBPPK\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Healing Crystal Stone Pointed Necklace Adjustable Black Rope Natural Gemstone Pendant Necklaces Jewelry for Men Women\", \"asin\": \"B09SPY7ZXC\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B0CR5XN8VJ\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Opal Pendant, 925 Sterling Silver Handmade Blue Opal Signet Men's Pendant, Mens Jewelry, Boyfriend Gift, Gift For Him\", \"asin\": \"B0F3P4DLZT\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery May 5 - 13 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Tone Box Chains for Men, 2.5/3/4/4.5/5mm Stainless Steel Flat Box Chain Necklace, Necklaces for Men and Women 16-28 Inches\", \"asin\": \"B0DHVBRN1Y\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B08M9R63D5\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Bible Verse Prayer Necklace Christian Jewelry Gold Stainless Steel Praying Hands Coin Medal Pendant\", \"asin\": \"B07X6SNM87\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Necklace Lion Pendant Necklace, Bigger in Size, Silver Plated Stainless Steel, 3PCS Shiny CZ Diamonds, Comes with Rope Chain 24\\u201dand in a Gift Box\", \"asin\": \"B01EQ60NS2\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gemstone Crystal Necklace Pendant - Healing Good Luck Donut Crystal Stone Jewelry Necklace - Positive Energy Amulet Unisex Adjustable Cord\", \"asin\": \"B09YJRL6V8\", \"price\": \"$14.95\", \"delivery\": \"FREE delivery Apr 20 - 27 for Prime members\"},\n{\"title\": \"Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain\", \"asin\": \"B07RLV6V1G\", \"price\": \"$12.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Rock Hip Hop Jewelry Stainless Steel 18K Gold Plated Spear Point Arrowhead/Wolf Teeth Pendant Necklaces 22\\\"\", \"asin\": \"B0828RCCKS\", \"price\": \"$14.97\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Punk Rock Stainless Steel Playing Card Poker Dog Tag Pendant Necklace\", \"asin\": \"B08JCPHCTC\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Ace of Spades Pendant Necklace for Men and Women Poker Card Pendant with 24 Inch Link Chain\", \"asin\": \"B08GL9QKPZ\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"RTZN\\u00ae Black Onyx Necklace for Men \\u2013 Premium Dog Tag Black Onyx Mens Pendant Necklaces with Stainless Steel Box Chain 22\\\" Inch + 2\\\" Extension\", \"asin\": \"B0CWS7BY29\", \"price\": \"$49.95\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Unique Bear Necklace - Handcrafted Original Design Pendant - Perfect Steampunk Jewelry Gift for Men & Women in Elegant Box\", \"asin\": \"B0DMT6L977\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Cross Chain for Men Gold Cross Necklace 14K Gold Plated Large Nail Cross Chain Iced out CZ Pendant Hip Hop Jewelry for Women with Stainless Rope Chain\", \"asin\": \"B077SFD5ZB\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace Mens Womens Capital Letter Yellow Gold Plated Stainless Steel Box Chain 22inch\", \"asin\": \"B07NN5P4C7\", \"price\": \"$11.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain\", \"asin\": \"B0BVM7RQWH\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Saint Michael Necklace, Stainless Steel/18K Gold Plated St Michael the Archangel Pendant Amulet for Men Women with Gift Packaging\", \"asin\": \"B0C7712MT1\", \"price\": \"$19.51\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tigers Eye Necklace for Men Natural Stone Necklace Adjustable Black Rope Tiger Eye Pendant Spiritual Energy Crystals and Healing Stones Necklace Protection Necklace Gifts for Men Women\", \"asin\": \"B0CYGWVGNX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Layered Cross Necklace for Men - 18K Gold Silver Black Cross Necklaces Chain for Men, Layered Rope Chain Cross Necklace for Men 16 18 20 22 24 Inch\", \"asin\": \"B09YQJMFLM\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Cross Crucifix Bible Prayer Pendant Necklace 22+2\\\" Chain\", \"asin\": \"B07KMB52T8\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"3.5mm Silver Tone/Black/14K Gold Plated Cuban Link Chains for Men, Stainless Steel Chain Necklace, Mens Necklaces 16, 18, 20, 22, 24, 26, 28 Inch\", \"asin\": \"B095JQ46X8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Gold Initial Necklace,14K Gold Plated Round Letter Pendant Hollow Capital Monogram 5mm Cuban Chain Necklace Alhpabets from A-Z Dainty Jewelry for Women Men\", \"asin\": \"B0B6CM5PBL\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant\", \"asin\": \"B0CVXG8YXG\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace\", \"asin\": \"B083HFCWRZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"COIN - Coin Necklace, Antique Gold Alloy Metal Medallion, Includes Black Nylon Neck Cord, Perfect for Cosplay, Pirates, Caribbean, Aztec, Skull, Fantasy - COIN, Small\", \"asin\": \"B006BJFPWM\", \"price\": \"$7.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Made by Nami Pendant Necklace for Men 23\\\" Gold & Silver Cuban Link Chain with Pendants for Men High-Quality Stainless Steel Necklace Premium Jewelry Gift for Him (Gold Wing)\", \"asin\": \"B08HM44HTT\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9 Only 18 left in stock - order soon.\"},\n{\"title\": \"Mens Stainless Steel Nautical Anchor Necklace Vintage Navy Mooring Rope Anchor Pendant with 24 Inches Link Chain\", \"asin\": \"B07XP6D6YF\", \"price\": \"$19.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Womens Large Steel Cross Pendant Necklace with Cubic Zirconia and Wheat Chain\", \"asin\": \"B06WWN6Y3V\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEOK0S\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Cross Pendant Necklace Large Stainless Steel Cross Pendant Necklace for Men Women\", \"asin\": \"B0B2K981VV\", \"price\": \"$23.88\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Moissanite Cross Necklace 2.7 Carat Iced Out Moissanite Cross Pendant 925 Sterling Silver Cross Chain Necklace D Color VVS1 18k Gold Plated Christian Pendant\", \"asin\": \"B0D2QVK28Z\", \"price\": \"$124.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Bible Verse Necklaces for Men Women Stainless Steel/18K Gold Plated Prayer Hands Coin Medal Pendant Necklace Christan Jewlery Gift (22-26Inch)\", \"asin\": \"B01N0F7818\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex\", \"asin\": \"B08GL9X8MC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch\", \"asin\": \"B0C53K7GFK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Viking Necklace for Men - Norse Nordic 24 Runes Alphabets Pendant Necklace Mobius Twist Pagan Amulet Talisman - Jewelry Gift for Men Women\", \"asin\": \"B0BL3QS68S\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:12:57.156Z\", // 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\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"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\": \"Pendant Men silver\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Forge & Foundry\\nMen's Compass Pendant with Adjustable 21\\\" Necklace Chain | Design-led, artisan jewelry from London\", \"asin\": \"B09FB3VX8C\", \"price\": \"$42.95\", \"quantity\": \"\"},\n{\"title\": \"Forge & Foundry\\nMen's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0C8K15X3H\", \"price\": \"$42.95\", \"quantity\": \"\"},\n{\"title\": \"Made by Nami\\nMens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"PEAS\\nPunk Jewelry Necklace Stainless Steel Animal Lion Head Pendant Round Necklace\", \"asin\": \"B0C1VMQCZ5\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"AZFVBQL\\nMen's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"quantity\": \"\"},\n{\"title\": \"Generic\\nViking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"quantity\": \"\"},\n{\"title\": \"Yaumatea\\nPatron of Saint Necklace, St. Michael/Virgin Mary/Raphael/Jude/Christopher/Benedict/Joseph/Patrick/Francis/Florian/Thomas/Anthony, Stainless Steel 24\\\"\", \"asin\": \"B0C2L4XHML\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"YFN\\nPatron Saint Necklace Sterling Silver Amulet Medal Pendant Religious Protector Jewelry Gifts for Women Men\", \"asin\": \"B0BJKJ8BDK\", \"price\": \"$40.49\", \"quantity\": \"\"},\n{\"title\": \"XIXLES\\n925 Sterling Silver Patron Saint Necklace Archangel Medals St Pendant Amulet Necklaces Protection Jewelry for Men Women with Chain\", \"asin\": \"B0CYWYWNPL\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"YFN\\nEgyptian Necklace Sterling Silver Egypt God Pendant Abalone Shell Egypt Jewelry Gifts for Women Men\", \"asin\": \"B0CX1G7RLD\", \"price\": \"$33.29\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Zillaly initial letter Pendant Necklace Men Women boy Capital silver letter diamond A-Z stainless steel Chain box 22inch (Silver-J)\", \"asin\": \"B0D2NWMN9V\"},\n{\"title\": \"Zillaly Men's Initial Pendant Necklace 18K A-Z Zirconia Unisex Christmas Gift with Box\", \"asin\": \"B0B7J7N6RV\"}],\n\"search_results\": [{\"title\": \"Tungsten Cross Necklace for Men, Men's Silver Cross Pendant Necklace 20-24\\\"\", \"asin\": \"B0D7H42W89\", \"price\": \"$25.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Men's Pendant Necklace - Exquisite Spartan Helmet Design - with Sterling Silver Chain - Men's Silver Jewelry\", \"asin\": \"B08151NF54\", \"price\": \"$29.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tree of Life Necklace for Women Sterling Silver Celtic Moon Tree Moonstone Turquoise Pendant Heart Family Tree Necklace for Mother Daughter Sister Gifts\", \"asin\": \"B0CND62ZHF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"Personalized Custom Cross Necklace for Men Customized Cross Pendant Necklace Customized Jewelry Religious Gifts for Men\", \"asin\": \"B0DXQ4DBVD\", \"price\": \"$14.98\", \"delivery\": \"$6.98 delivery May 9 - 27\"},\n{\"title\": \"Cross Necklace for Men Stainless Steel Crucifix Pendant Silver White Gold Yellow Black Jesus Christ Plain Simple Women Fine Jewelry Gifts, 24 Inches Rolo Chain, Zirconia, Polished, Rope\", \"asin\": \"B091D2ZTSL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B087ZYKS46\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\\u2019s Necklace Jewelry Length 22inch\", \"asin\": \"B09X1F3H11\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift\", \"asin\": \"B0C6MGS28N\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B09TGK39LK\", \"price\": \"$11.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"White Gold Plated 925 Solid Sterling Silver Polished Black Men's Womens Crucifix Cross Pendant Long Fine Jewelry Valentines Day Gifts for Him,Stainless Steel Box Chain Length 24''\", \"asin\": \"B09ZYCPPWR\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men Women Silver Cross Necklaces Sterling Silver Cross Pendant High Polished Plain Mens Big Large Gifts For Mens,With Strong Stainless Steel Box Chain Length 24 Inch\", \"asin\": \"B07TV8SKWL\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Black Cross Necklaces Sterling Silver Cross Pendant Polished Long Necklace Fine Jewelry Christmas Gift Valentines Day Gifts for Men,Stainless Steel Box Chain Length 24''\", \"asin\": \"B08ZNXB2N3\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"White Gold Plated Solid Sterling Silver Large Mens Classic Cross Pendant Necklace Faithful Jewelry Gifts For Mens Boys Son, 24 Inch Rolo Chain Lobster Clasp\", \"asin\": \"B086R48G2J\", \"price\": \"$57.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Saint Michael The Archangel Medal - Patron Saints Medal (Small Size)\", \"asin\": \"B01G3K6M5C\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tribal Feather .925 Sterling Silver Pendant\", \"asin\": \"B00P6XRNG0\", \"price\": \"$15.68\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kercisbeauty Silver Feather Pendant with Chain Necklace Long Necklace for Women Men Unisex\", \"asin\": \"B081JBPL95\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men\", \"asin\": \"B0DHG1WNNK\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"St Michael Pendant for Men, Sterling Silver and Oxidized Protection Necklace Featuring St Michael the Archangel, Stylish Men's Necklace for Faith and Strength\", \"asin\": \"B0DJZY2WSQ\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women with Stainless Steel Durable Cuban Link Chain Polished Beveled Edge Cross Chain Pendant Necklace Jewelry 16-28 Inches\", \"asin\": \"B0BGX4D11F\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEO7Y2\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace\", \"asin\": \"B083HFCWRZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch\", \"asin\": \"B07YWJWDSY\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\\u201d Medal Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B074MJWN5J\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sword Pendant Sterling Silver 925 Dagger Necklace Charm Minimalistic Unisex Handmade Jewelry\", \"asin\": \"B09DQ3HVK7\", \"price\": \"$17.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy\", \"asin\": \"B08XY38WVH\", \"price\": \"$33.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXLDM87\", \"price\": \"$44.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Medium Fish Hook Silver Pendant \\u2013 Premium Sterling Silver Jewelry Hooks \\u2013 Superb Realistic Design \\u2013 Modern and Unique \\u2013 Ideal Present Choice for Men and Women\", \"asin\": \"B004ZB9470\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain\", \"asin\": \"B00XN81MR6\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Necklace for Men Norse Viking Rune with Adjustable Stainless Steel Chains for Men, Vintage Amulet Mens Jewelry Gift with Delicate Box\", \"asin\": \"B0DCZD84LH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\\\"-22\\\"\", \"asin\": \"B07H7BCGN1\", \"price\": \"$12.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Sparkle-Cut Lion Head Statement Pendant Charm - Choice of Size (S, M, or L)\", \"asin\": \"B07HXTRW74\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Silver Gold Tone Stainless Steel Lion King Pendant Necklace Cable Wheat 22+2\\\" Chain\", \"asin\": \"B078YL12CR\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex\", \"asin\": \"B08GL9X8MC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Easter Basket Stuffers Gifts-Layered Initial Letter Pendant Necklace for Men Figaro Twist Rope Chain Necklace Jewelry Graduation Easter Birthday Gift for Men Boys\", \"asin\": \"B0BLC4PX1B\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches\", \"asin\": \"B0CDPJLMPW\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Cross Necklace Beveled Edge for Men Women 5mm Stainless Steel Diamond Cut Durable Cuban Link Curb Chain Crucifix Pendant Necklace Jewelry 16-30 Inches\", \"asin\": \"B09Y8S7567\", \"price\": \"$32.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's 925 Sterling Silver Arrow Arrowhead Poseidon Sentimental for Him Boyfriend Pendant Necklace Gift Cords\", \"asin\": \"B071JL8M8T\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07MCLTP7R\", \"price\": \"$24.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry\", \"asin\": \"B093CF36DJ\", \"price\": \"$14.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches\", \"asin\": \"B09KPNG3BS\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Lion Head Mini Medallion Gold and Silver Plated Pendant 20\\\" Cuban Chain Necklace CP 282\", \"asin\": \"B08L5JNPSF\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Textured Single Angel Wing Heavenly Celestial Charm Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B0186MGRZU\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Italian Hammered Cross Pendant Chain Necklace 18 Inch Made in Italy\", \"asin\": \"B0849ZB5YV\", \"price\": \"$18.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Gold Black Silver Mens Cross Necklaces Stainless Steel Cross Pendant Necklace Simple Jewelry Gifts Cross Chain Necklace for Men\", \"asin\": \"B0B6SBGWD1\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain\", \"asin\": \"B0BVM7RQWH\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch\", \"asin\": \"B0C53K7GFK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Virgin Mary Necklace 18K Gold Plated Women/Men Christian Jewelry Our Lady of Guadalupe Medal Pendant Mother Mary Necklace\", \"asin\": \"B07F3P1PML\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift\", \"asin\": \"B0DRFCPCQ5\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:13:08.211Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:13:08.211Z
click_product
B09YNCRJ6J
rule
train
91
2025-04-08T00:13:08.211Z
click_product
B09YNCRJ6J
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. 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{"title": "Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches", "asin": "B097CF7R4Y", "price": "$13.29", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Kercisbeauty Silver Feather Pendant with Chain Necklace Long Necklace for Women Men Unisex", "asin": "B081JBPL95", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men", "asin": "B0DHG1WNNK", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "St Michael Pendant for Men, Sterling Silver and Oxidized Protection Necklace Featuring St Michael the Archangel, Stylish Men's Necklace for Faith and Strength", "asin": "B0DJZY2WSQ", "price": "$59.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "925 Sterling Silver Cross Necklace for Men Women with Stainless Steel Durable Cuban Link Chain Polished Beveled Edge Cross Chain Pendant Necklace Jewelry 16-28 Inches", "asin": "B0BGX4D11F", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue", "asin": "B01FSEO7Y2", "price": "$8.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\"-26\"", "asin": "B075RVHX62", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \u2026", "asin": "B0B6FNBZ2V", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches", "asin": "B0CQ82319S", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace", "asin": "B083HFCWRZ", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch", "asin": "B07YWJWDSY", "price": "$12.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\u201d Medal Pendant Necklace with Rolo Chain and Pendant only", "asin": "B074MJWN5J", "price": "$24.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Sword Pendant Sterling Silver 925 Dagger Necklace Charm Minimalistic Unisex Handmade Jewelry", "asin": "B09DQ3HVK7", "price": "$17.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy", "asin": "B08XY38WVH", "price": "$33.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\" Long Choose Your Color (Fit Upto 6mm Link Chain)", "asin": "B00JV6MB0Q", "price": "$22.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Silver Necklace with Pendant Handmade 23\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him", "asin": "B0BC1BQN86", "price": "$19.99", "delivery": "FREE delivery Apr 11 - 14 for Prime members"}, {"title": "Men's Religious Pendant with 21\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant", "asin": "B0CGXLDM87", "price": "$44.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Medium Fish Hook Silver Pendant \u2013 Premium Sterling Silver Jewelry Hooks \u2013 Superb Realistic Design \u2013 Modern and Unique \u2013 Ideal Present Choice for Men and Women", "asin": "B004ZB9470", "price": "$37.99", "delivery": "FREE delivery Apr 19 - 23 for Prime members"}, {"title": "Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain", "asin": "B00XN81MR6", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Necklace for Men Norse Viking Rune with Adjustable Stainless Steel Chains for Men, Vintage Amulet Mens Jewelry Gift with Delicate Box", "asin": "B0DCZD84LH", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains", "asin": "B0DM4TKSH1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\"-22\"", "asin": "B07H7BCGN1", "price": "$12.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Sparkle-Cut Lion Head Statement Pendant Charm - Choice of Size (S, M, or L)", "asin": "B07HXTRW74", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Silver Gold Tone Stainless Steel Lion King Pendant Necklace Cable Wheat 22+2\" Chain", "asin": "B078YL12CR", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex", "asin": "B08GL9X8MC", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches", "asin": "B0CQ82319S", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Easter Basket Stuffers Gifts-Layered Initial Letter Pendant Necklace for Men Figaro Twist Rope Chain Necklace Jewelry Graduation Easter Birthday Gift for Men Boys", "asin": "B0BLC4PX1B", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches", "asin": "B0CDPJLMPW", "price": "$15.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "925 Sterling Silver Cross Necklace Beveled Edge for Men Women 5mm Stainless Steel Diamond Cut Durable Cuban Link Curb Chain Crucifix Pendant Necklace Jewelry 16-30 Inches", "asin": "B09Y8S7567", "price": "$32.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's 925 Sterling Silver Arrow Arrowhead Poseidon Sentimental for Him Boyfriend Pendant Necklace Gift Cords", "asin": "B071JL8M8T", "price": "$26.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy", "asin": "B07MCLTP7R", "price": "$24.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry", "asin": "B093CF36DJ", "price": "$14.90", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches", "asin": "B09KPNG3BS", "price": "$29.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Lion Head Mini Medallion Gold and Silver Plated Pendant 20\" Cuban Chain Necklace CP 282", "asin": "B08L5JNPSF", "price": "$11.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "925 Sterling Silver Textured Single Angel Wing Heavenly Celestial Charm Pendant Necklace with Rolo Chain and Pendant only", "asin": "B0186MGRZU", "price": "$17.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy", "asin": "B07QGKQC65", "price": "$37.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver", "asin": "B07D23C6TC", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Italian Hammered Cross Pendant Chain Necklace 18 Inch Made in Italy", "asin": "B0849ZB5YV", "price": "$18.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men, Gold Black Silver Mens Cross Necklaces Stainless Steel Cross Pendant Necklace Simple Jewelry Gifts Cross Chain Necklace for Men", "asin": "B0B6SBGWD1", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain", "asin": "B0BVM7RQWH", "price": "$13.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch", "asin": "B0C53K7GFK", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Virgin Mary Necklace 18K Gold Plated Women/Men Christian Jewelry Our Lady of Guadalupe Medal Pendant Mother Mary Necklace", "asin": "B07F3P1PML", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift", "asin": "B0DRFCPCQ5", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T00:13:08.211Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:13:08.211Z\",\"action\": \"click_product\",\"acion_argument\": \"B09YNCRJ6J\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T00:13:08.211Z\",\"action\": \"click_product\",\"acion_argument\": \"B09YNCRJ6J\",}</answer>", "index": 91, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"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\": \"Pendant Men silver\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Forge & Foundry\\nMen's Compass Pendant with Adjustable 21\\\" Necklace Chain | Design-led, artisan jewelry from London\", \"asin\": \"B09FB3VX8C\", \"price\": \"$42.95\", \"quantity\": \"\"},\n{\"title\": \"Forge & Foundry\\nMen's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0C8K15X3H\", \"price\": \"$42.95\", \"quantity\": \"\"},\n{\"title\": \"Made by Nami\\nMens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"PEAS\\nPunk Jewelry Necklace Stainless Steel Animal Lion Head Pendant Round Necklace\", \"asin\": \"B0C1VMQCZ5\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"AZFVBQL\\nMen's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"quantity\": \"\"},\n{\"title\": \"Generic\\nViking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"quantity\": \"\"},\n{\"title\": \"Yaumatea\\nPatron of Saint Necklace, St. Michael/Virgin Mary/Raphael/Jude/Christopher/Benedict/Joseph/Patrick/Francis/Florian/Thomas/Anthony, Stainless Steel 24\\\"\", \"asin\": \"B0C2L4XHML\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"YFN\\nPatron Saint Necklace Sterling Silver Amulet Medal Pendant Religious Protector Jewelry Gifts for Women Men\", \"asin\": \"B0BJKJ8BDK\", \"price\": \"$40.49\", \"quantity\": \"\"},\n{\"title\": \"XIXLES\\n925 Sterling Silver Patron Saint Necklace Archangel Medals St Pendant Amulet Necklaces Protection Jewelry for Men Women with Chain\", \"asin\": \"B0CYWYWNPL\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"YFN\\nEgyptian Necklace Sterling Silver Egypt God Pendant Abalone Shell Egypt Jewelry Gifts for Women Men\", \"asin\": \"B0CX1G7RLD\", \"price\": \"$33.29\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Zillaly initial letter Pendant Necklace Men Women boy Capital silver letter diamond A-Z stainless steel Chain box 22inch (Silver-J)\", \"asin\": \"B0D2NWMN9V\"},\n{\"title\": \"Zillaly Men's Initial Pendant Necklace 18K A-Z Zirconia Unisex Christmas Gift with Box\", \"asin\": \"B0B7J7N6RV\"}],\n\"search_results\": [{\"title\": \"Tungsten Cross Necklace for Men, Men's Silver Cross Pendant Necklace 20-24\\\"\", \"asin\": \"B0D7H42W89\", \"price\": \"$25.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Men's Pendant Necklace - Exquisite Spartan Helmet Design - with Sterling Silver Chain - Men's Silver Jewelry\", \"asin\": \"B08151NF54\", \"price\": \"$29.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tree of Life Necklace for Women Sterling Silver Celtic Moon Tree Moonstone Turquoise Pendant Heart Family Tree Necklace for Mother Daughter Sister Gifts\", \"asin\": \"B0CND62ZHF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"Personalized Custom Cross Necklace for Men Customized Cross Pendant Necklace Customized Jewelry Religious Gifts for Men\", \"asin\": \"B0DXQ4DBVD\", \"price\": \"$14.98\", \"delivery\": \"$6.98 delivery May 9 - 27\"},\n{\"title\": \"Cross Necklace for Men Stainless Steel Crucifix Pendant Silver White Gold Yellow Black Jesus Christ Plain Simple Women Fine Jewelry Gifts, 24 Inches Rolo Chain, Zirconia, Polished, Rope\", \"asin\": \"B091D2ZTSL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B087ZYKS46\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\\u2019s Necklace Jewelry Length 22inch\", \"asin\": \"B09X1F3H11\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift\", \"asin\": \"B0C6MGS28N\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B09TGK39LK\", \"price\": \"$11.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"White Gold Plated 925 Solid Sterling Silver Polished Black Men's Womens Crucifix Cross Pendant Long Fine Jewelry Valentines Day Gifts for Him,Stainless Steel Box Chain Length 24''\", \"asin\": \"B09ZYCPPWR\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men Women Silver Cross Necklaces Sterling Silver Cross Pendant High Polished Plain Mens Big Large Gifts For Mens,With Strong Stainless Steel Box Chain Length 24 Inch\", \"asin\": \"B07TV8SKWL\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Black Cross Necklaces Sterling Silver Cross Pendant Polished Long Necklace Fine Jewelry Christmas Gift Valentines Day Gifts for Men,Stainless Steel Box Chain Length 24''\", \"asin\": \"B08ZNXB2N3\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"White Gold Plated Solid Sterling Silver Large Mens Classic Cross Pendant Necklace Faithful Jewelry Gifts For Mens Boys Son, 24 Inch Rolo Chain Lobster Clasp\", \"asin\": \"B086R48G2J\", \"price\": \"$57.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Saint Michael The Archangel Medal - Patron Saints Medal (Small Size)\", \"asin\": \"B01G3K6M5C\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tribal Feather .925 Sterling Silver Pendant\", \"asin\": \"B00P6XRNG0\", \"price\": \"$15.68\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kercisbeauty Silver Feather Pendant with Chain Necklace Long Necklace for Women Men Unisex\", \"asin\": \"B081JBPL95\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men\", \"asin\": \"B0DHG1WNNK\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"St Michael Pendant for Men, Sterling Silver and Oxidized Protection Necklace Featuring St Michael the Archangel, Stylish Men's Necklace for Faith and Strength\", \"asin\": \"B0DJZY2WSQ\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women with Stainless Steel Durable Cuban Link Chain Polished Beveled Edge Cross Chain Pendant Necklace Jewelry 16-28 Inches\", \"asin\": \"B0BGX4D11F\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEO7Y2\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace\", \"asin\": \"B083HFCWRZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch\", \"asin\": \"B07YWJWDSY\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\\u201d Medal Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B074MJWN5J\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sword Pendant Sterling Silver 925 Dagger Necklace Charm Minimalistic Unisex Handmade Jewelry\", \"asin\": \"B09DQ3HVK7\", \"price\": \"$17.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy\", \"asin\": \"B08XY38WVH\", \"price\": \"$33.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXLDM87\", \"price\": \"$44.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Medium Fish Hook Silver Pendant \\u2013 Premium Sterling Silver Jewelry Hooks \\u2013 Superb Realistic Design \\u2013 Modern and Unique \\u2013 Ideal Present Choice for Men and Women\", \"asin\": \"B004ZB9470\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain\", \"asin\": \"B00XN81MR6\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Necklace for Men Norse Viking Rune with Adjustable Stainless Steel Chains for Men, Vintage Amulet Mens Jewelry Gift with Delicate Box\", \"asin\": \"B0DCZD84LH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\\\"-22\\\"\", \"asin\": \"B07H7BCGN1\", \"price\": \"$12.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Sparkle-Cut Lion Head Statement Pendant Charm - Choice of Size (S, M, or L)\", \"asin\": \"B07HXTRW74\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Silver Gold Tone Stainless Steel Lion King Pendant Necklace Cable Wheat 22+2\\\" Chain\", \"asin\": \"B078YL12CR\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex\", \"asin\": \"B08GL9X8MC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Easter Basket Stuffers Gifts-Layered Initial Letter Pendant Necklace for Men Figaro Twist Rope Chain Necklace Jewelry Graduation Easter Birthday Gift for Men Boys\", \"asin\": \"B0BLC4PX1B\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches\", \"asin\": \"B0CDPJLMPW\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Cross Necklace Beveled Edge for Men Women 5mm Stainless Steel Diamond Cut Durable Cuban Link Curb Chain Crucifix Pendant Necklace Jewelry 16-30 Inches\", \"asin\": \"B09Y8S7567\", \"price\": \"$32.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's 925 Sterling Silver Arrow Arrowhead Poseidon Sentimental for Him Boyfriend Pendant Necklace Gift Cords\", \"asin\": \"B071JL8M8T\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07MCLTP7R\", \"price\": \"$24.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry\", \"asin\": \"B093CF36DJ\", \"price\": \"$14.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches\", \"asin\": \"B09KPNG3BS\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Lion Head Mini Medallion Gold and Silver Plated Pendant 20\\\" Cuban Chain Necklace CP 282\", \"asin\": \"B08L5JNPSF\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Textured Single Angel Wing Heavenly Celestial Charm Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B0186MGRZU\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Italian Hammered Cross Pendant Chain Necklace 18 Inch Made in Italy\", \"asin\": \"B0849ZB5YV\", \"price\": \"$18.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Gold Black Silver Mens Cross Necklaces Stainless Steel Cross Pendant Necklace Simple Jewelry Gifts Cross Chain Necklace for Men\", \"asin\": \"B0B6SBGWD1\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain\", \"asin\": \"B0BVM7RQWH\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch\", \"asin\": \"B0C53K7GFK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Virgin Mary Necklace 18K Gold Plated Women/Men Christian Jewelry Our Lady of Guadalupe Medal Pendant Mother Mary Necklace\", \"asin\": \"B07F3P1PML\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift\", \"asin\": \"B0DRFCPCQ5\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:13:08.211Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", 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\"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07MCLTP7R\", \"price\": \"$24.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry\", \"asin\": \"B093CF36DJ\", \"price\": \"$14.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches\", \"asin\": \"B09KPNG3BS\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Lion Head Mini Medallion Gold and Silver Plated Pendant 20\\\" Cuban Chain Necklace CP 282\", \"asin\": \"B08L5JNPSF\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Textured Single Angel Wing Heavenly Celestial Charm Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B0186MGRZU\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Italian Hammered Cross Pendant Chain Necklace 18 Inch Made in Italy\", \"asin\": \"B0849ZB5YV\", \"price\": \"$18.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Gold Black Silver Mens Cross Necklaces Stainless Steel Cross Pendant Necklace Simple Jewelry Gifts Cross Chain Necklace for Men\", \"asin\": \"B0B6SBGWD1\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain\", \"asin\": \"B0BVM7RQWH\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch\", \"asin\": \"B0C53K7GFK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Virgin Mary Necklace 18K Gold Plated Women/Men Christian Jewelry Our Lady of Guadalupe Medal Pendant Mother Mary Necklace\", \"asin\": \"B07F3P1PML\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift\", \"asin\": \"B0DRFCPCQ5\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:13:50.730Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:13:50.730Z
input
Pendant Men silver
rule
train
92
2025-04-08T00:13:50.730Z
input
Pendant Men silver
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "Pendant Men silver"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Forge & Foundry\nMen's Compass Pendant with Adjustable 21\" Necklace Chain | Design-led, artisan jewelry from London", "asin": "B09FB3VX8C", "price": "$42.95", "quantity": ""}, {"title": "Forge & Foundry\nMen's Religious Pendant with 21\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant", "asin": "B0C8K15X3H", "price": "$42.95", "quantity": ""}, {"title": "Made by Nami\nMens Silver Necklace with Pendant Handmade 23\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him", "asin": "B0BC1BQN86", "price": "$19.99", "quantity": ""}, {"title": "PEAS\nPunk Jewelry Necklace Stainless Steel Animal Lion Head Pendant Round Necklace", "asin": "B0C1VMQCZ5", "price": "$9.99", "quantity": ""}, {"title": "AZFVBQL\nMen's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry", "asin": "B09YNCRJ6J", "price": "$15.59", "quantity": ""}, {"title": "Generic\nViking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary", "asin": "B0DK579CF4", "price": "$43.19", "quantity": ""}, {"title": "Yaumatea\nPatron of Saint Necklace, St. Michael/Virgin Mary/Raphael/Jude/Christopher/Benedict/Joseph/Patrick/Francis/Florian/Thomas/Anthony, Stainless Steel 24\"", "asin": "B0C2L4XHML", "price": "$11.99", "quantity": ""}, {"title": "YFN\nPatron Saint Necklace Sterling Silver Amulet Medal Pendant Religious Protector Jewelry Gifts for Women Men", "asin": "B0BJKJ8BDK", "price": "$40.49", "quantity": ""}, {"title": "XIXLES\n925 Sterling Silver Patron Saint Necklace Archangel Medals St Pendant Amulet Necklaces Protection Jewelry for Men Women with Chain", "asin": "B0CYWYWNPL", "price": "$71.99", "quantity": ""}, {"title": "YFN\nEgyptian Necklace Sterling Silver Egypt God Pendant Abalone Shell Egypt Jewelry Gifts for Women Men", "asin": "B0CX1G7RLD", "price": "$33.29", "quantity": ""}], "ads": [{"title": "Zillaly initial letter Pendant Necklace Men Women boy Capital silver letter diamond A-Z stainless steel Chain box 22inch (Silver-J)", "asin": "B0D2NWMN9V"}, {"title": "Zillaly Men's Initial Pendant Necklace 18K A-Z Zirconia Unisex Christmas Gift with Box", "asin": "B0B7J7N6RV"}], "search_results": [{"title": "Tungsten Cross Necklace for Men, Men's Silver Cross Pendant Necklace 20-24\"", "asin": "B0D7H42W89", "price": "$25.00", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "925 Sterling Silver Men's Pendant Necklace - Exquisite Spartan Helmet Design - with Sterling Silver Chain - Men's Silver Jewelry", "asin": "B08151NF54", "price": "$29.90", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Tree of Life Necklace for Women Sterling Silver Celtic Moon Tree Moonstone Turquoise Pendant Heart Family Tree Necklace for Mother Daughter Sister Gifts", "asin": "B0CND62ZHF", "price": "$35.99", "delivery": "FREE delivery Apr 19 - 23 for Prime members"}, {"title": "Personalized Custom Cross Necklace for Men Customized Cross Pendant Necklace Customized Jewelry Religious Gifts for Men", "asin": "B0DXQ4DBVD", "price": "$14.98", "delivery": "$6.98 delivery May 9 - 27"}, {"title": "Cross Necklace for Men Stainless Steel Crucifix Pendant Silver White Gold Yellow Black Jesus Christ Plain Simple Women Fine Jewelry Gifts, 24 Inches Rolo Chain, Zirconia, Polished, Rope", "asin": "B091D2ZTSL", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry", "asin": "B09YNCRJ6J", "price": "$15.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry", "asin": "B087ZYKS46", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\u2019s Necklace Jewelry Length 22inch", "asin": "B09X1F3H11", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift", "asin": "B0C6MGS28N", "price": "$27.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry", "asin": "B09TGK39LK", "price": "$11.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\"", "asin": "B07QP9GPNF", "price": "$21.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "White Gold Plated 925 Solid Sterling Silver Polished Black Men's Womens Crucifix Cross Pendant Long Fine Jewelry Valentines Day Gifts for Him,Stainless Steel Box Chain Length 24''", "asin": "B09ZYCPPWR", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men Women Silver Cross Necklaces Sterling Silver Cross Pendant High Polished Plain Mens Big Large Gifts For Mens,With Strong Stainless Steel Box Chain Length 24 Inch", "asin": "B07TV8SKWL", "price": "$49.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Black Cross Necklaces Sterling Silver Cross Pendant Polished Long Necklace Fine Jewelry Christmas Gift Valentines Day Gifts for Men,Stainless Steel Box Chain Length 24''", "asin": "B08ZNXB2N3", "price": "$49.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "White Gold Plated Solid Sterling Silver Large Mens Classic Cross Pendant Necklace Faithful Jewelry Gifts For Mens Boys Son, 24 Inch Rolo Chain Lobster Clasp", "asin": "B086R48G2J", "price": "$57.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members"}, {"title": "Saint Michael The Archangel Medal - Patron Saints Medal (Small Size)", "asin": "B01G3K6M5C", "price": "$28.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Tribal Feather .925 Sterling Silver Pendant", "asin": "B00P6XRNG0", "price": "$15.68", "delivery": "FREE delivery Apr 11 - 14 for Prime members"}, {"title": "Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches", "asin": "B097CF7R4Y", "price": "$13.29", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Kercisbeauty Silver Feather Pendant with Chain Necklace Long Necklace for Women Men Unisex", "asin": "B081JBPL95", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men", "asin": "B0DHG1WNNK", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "St Michael Pendant for Men, Sterling Silver and Oxidized Protection Necklace Featuring St Michael the Archangel, Stylish Men's Necklace for Faith and Strength", "asin": "B0DJZY2WSQ", "price": "$59.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "925 Sterling Silver Cross Necklace for Men Women with Stainless Steel Durable Cuban Link Chain Polished Beveled Edge Cross Chain Pendant Necklace Jewelry 16-28 Inches", "asin": "B0BGX4D11F", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue", "asin": "B01FSEO7Y2", "price": "$8.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\"-26\"", "asin": "B075RVHX62", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \u2026", "asin": "B0B6FNBZ2V", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches", "asin": "B0CQ82319S", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace", "asin": "B083HFCWRZ", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch", "asin": "B07YWJWDSY", "price": "$12.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\u201d Medal Pendant Necklace with Rolo Chain and Pendant only", "asin": "B074MJWN5J", "price": "$24.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Sword Pendant Sterling Silver 925 Dagger Necklace Charm Minimalistic Unisex Handmade Jewelry", "asin": "B09DQ3HVK7", "price": "$17.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy", "asin": "B08XY38WVH", "price": "$33.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\" Long Choose Your Color (Fit Upto 6mm Link Chain)", "asin": "B00JV6MB0Q", "price": "$22.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Silver Necklace with Pendant Handmade 23\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him", "asin": "B0BC1BQN86", "price": "$19.99", "delivery": "FREE delivery Apr 11 - 14 for Prime members"}, {"title": "Men's Religious Pendant with 21\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant", "asin": "B0CGXLDM87", "price": "$44.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Medium Fish Hook Silver Pendant \u2013 Premium Sterling Silver Jewelry Hooks \u2013 Superb Realistic Design \u2013 Modern and Unique \u2013 Ideal Present Choice for Men and Women", "asin": "B004ZB9470", "price": "$37.99", "delivery": "FREE delivery Apr 19 - 23 for Prime members"}, {"title": "Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain", "asin": "B00XN81MR6", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Necklace for Men Norse Viking Rune with Adjustable Stainless Steel Chains for Men, Vintage Amulet Mens Jewelry Gift with Delicate Box", "asin": "B0DCZD84LH", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains", "asin": "B0DM4TKSH1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\"-22\"", "asin": "B07H7BCGN1", "price": "$12.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Sparkle-Cut Lion Head Statement Pendant Charm - Choice of Size (S, M, or L)", "asin": "B07HXTRW74", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Silver Gold Tone Stainless Steel Lion King Pendant Necklace Cable Wheat 22+2\" Chain", "asin": "B078YL12CR", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex", "asin": "B08GL9X8MC", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches", "asin": "B0CQ82319S", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Easter Basket Stuffers Gifts-Layered Initial Letter Pendant Necklace for Men Figaro Twist Rope Chain Necklace Jewelry Graduation Easter Birthday Gift for Men Boys", "asin": "B0BLC4PX1B", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches", "asin": "B0CDPJLMPW", "price": "$15.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "925 Sterling Silver Cross Necklace Beveled Edge for Men Women 5mm Stainless Steel Diamond Cut Durable Cuban Link Curb Chain Crucifix Pendant Necklace Jewelry 16-30 Inches", "asin": "B09Y8S7567", "price": "$32.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's 925 Sterling Silver Arrow Arrowhead Poseidon Sentimental for Him Boyfriend Pendant Necklace Gift Cords", "asin": "B071JL8M8T", "price": "$26.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy", "asin": "B07MCLTP7R", "price": "$24.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry", "asin": "B093CF36DJ", "price": "$14.90", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches", "asin": "B09KPNG3BS", "price": "$29.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Lion Head Mini Medallion Gold and Silver Plated Pendant 20\" Cuban Chain Necklace CP 282", "asin": "B08L5JNPSF", "price": "$11.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "925 Sterling Silver Textured Single Angel Wing Heavenly Celestial Charm Pendant Necklace with Rolo Chain and Pendant only", "asin": "B0186MGRZU", "price": "$17.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy", "asin": "B07QGKQC65", "price": "$37.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver", "asin": "B07D23C6TC", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Italian Hammered Cross Pendant Chain Necklace 18 Inch Made in Italy", "asin": "B0849ZB5YV", "price": "$18.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men, Gold Black Silver Mens Cross Necklaces Stainless Steel Cross Pendant Necklace Simple Jewelry Gifts Cross Chain Necklace for Men", "asin": "B0B6SBGWD1", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain", "asin": "B0BVM7RQWH", "price": "$13.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch", "asin": "B0C53K7GFK", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Virgin Mary Necklace 18K Gold Plated Women/Men Christian Jewelry Our Lady of Guadalupe Medal Pendant Mother Mary Necklace", "asin": "B07F3P1PML", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift", "asin": "B0DRFCPCQ5", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T00:13:50.730Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:13:50.730Z\",\"action\": \"input\",\"acion_argument\": \"Pendant Men silver\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T00:13:50.730Z\",\"action\": \"input\",\"acion_argument\": \"Pendant Men silver\",}</answer>", "index": 92, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Pendant Men silver\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Forge & Foundry\\nMen's Compass Pendant with Adjustable 21\\\" Necklace Chain | Design-led, artisan jewelry from London\", \"asin\": \"B09FB3VX8C\", \"price\": \"$42.95\", \"quantity\": \"\"},\n{\"title\": \"Forge & Foundry\\nMen's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0C8K15X3H\", \"price\": \"$42.95\", \"quantity\": \"\"},\n{\"title\": \"Made by Nami\\nMens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"PEAS\\nPunk Jewelry Necklace Stainless Steel Animal Lion Head Pendant Round Necklace\", \"asin\": \"B0C1VMQCZ5\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"AZFVBQL\\nMen's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"quantity\": \"\"},\n{\"title\": \"Generic\\nViking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"quantity\": \"\"},\n{\"title\": \"Yaumatea\\nPatron of Saint Necklace, St. Michael/Virgin Mary/Raphael/Jude/Christopher/Benedict/Joseph/Patrick/Francis/Florian/Thomas/Anthony, Stainless Steel 24\\\"\", \"asin\": \"B0C2L4XHML\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"YFN\\nPatron Saint Necklace Sterling Silver Amulet Medal Pendant Religious Protector Jewelry Gifts for Women Men\", \"asin\": \"B0BJKJ8BDK\", \"price\": \"$40.49\", \"quantity\": \"\"},\n{\"title\": \"XIXLES\\n925 Sterling Silver Patron Saint Necklace Archangel Medals St Pendant Amulet Necklaces Protection Jewelry for Men Women with Chain\", \"asin\": \"B0CYWYWNPL\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"YFN\\nEgyptian Necklace Sterling Silver Egypt God Pendant Abalone Shell Egypt Jewelry Gifts for Women Men\", \"asin\": \"B0CX1G7RLD\", \"price\": \"$33.29\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Zillaly initial letter Pendant Necklace Men Women boy Capital silver letter diamond A-Z stainless steel Chain box 22inch (Silver-J)\", \"asin\": \"B0D2NWMN9V\"},\n{\"title\": \"Zillaly Men's Initial Pendant Necklace 18K A-Z Zirconia Unisex Christmas Gift with Box\", \"asin\": \"B0B7J7N6RV\"}],\n\"search_results\": [{\"title\": \"Tungsten Cross Necklace for Men, Men's Silver Cross Pendant Necklace 20-24\\\"\", \"asin\": \"B0D7H42W89\", \"price\": \"$25.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Men's Pendant Necklace - Exquisite Spartan Helmet Design - with Sterling Silver Chain - Men's Silver Jewelry\", \"asin\": \"B08151NF54\", \"price\": \"$29.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tree of Life Necklace for Women Sterling Silver Celtic Moon Tree Moonstone Turquoise Pendant Heart Family Tree Necklace for Mother Daughter Sister Gifts\", \"asin\": \"B0CND62ZHF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"Personalized Custom Cross Necklace for Men Customized Cross Pendant Necklace Customized Jewelry Religious Gifts for Men\", \"asin\": \"B0DXQ4DBVD\", \"price\": \"$14.98\", \"delivery\": \"$6.98 delivery May 9 - 27\"},\n{\"title\": \"Cross Necklace for Men Stainless Steel Crucifix Pendant Silver White Gold Yellow Black Jesus Christ Plain Simple Women Fine Jewelry Gifts, 24 Inches Rolo Chain, Zirconia, Polished, Rope\", \"asin\": \"B091D2ZTSL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B087ZYKS46\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\\u2019s Necklace Jewelry Length 22inch\", \"asin\": \"B09X1F3H11\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift\", \"asin\": \"B0C6MGS28N\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B09TGK39LK\", \"price\": \"$11.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"White Gold Plated 925 Solid Sterling Silver Polished Black Men's Womens Crucifix Cross Pendant Long Fine Jewelry Valentines Day Gifts for Him,Stainless Steel Box Chain Length 24''\", \"asin\": \"B09ZYCPPWR\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men Women Silver Cross Necklaces Sterling Silver Cross Pendant High Polished Plain Mens Big Large Gifts For Mens,With Strong Stainless Steel Box Chain Length 24 Inch\", \"asin\": \"B07TV8SKWL\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Black Cross Necklaces Sterling Silver Cross Pendant Polished Long Necklace Fine Jewelry Christmas Gift Valentines Day Gifts for Men,Stainless Steel Box Chain Length 24''\", \"asin\": \"B08ZNXB2N3\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"White Gold Plated Solid Sterling Silver Large Mens Classic Cross Pendant Necklace Faithful Jewelry Gifts For Mens Boys Son, 24 Inch Rolo Chain Lobster Clasp\", \"asin\": \"B086R48G2J\", \"price\": \"$57.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Saint Michael The Archangel Medal - Patron Saints Medal (Small Size)\", \"asin\": \"B01G3K6M5C\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tribal Feather .925 Sterling Silver Pendant\", \"asin\": \"B00P6XRNG0\", \"price\": \"$15.68\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kercisbeauty Silver Feather Pendant with Chain Necklace Long Necklace for Women Men Unisex\", \"asin\": \"B081JBPL95\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men\", \"asin\": \"B0DHG1WNNK\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"St Michael Pendant for Men, Sterling Silver and Oxidized Protection Necklace Featuring St Michael the Archangel, Stylish Men's Necklace for Faith and Strength\", \"asin\": \"B0DJZY2WSQ\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women with Stainless Steel Durable Cuban Link Chain Polished Beveled Edge Cross Chain Pendant Necklace Jewelry 16-28 Inches\", \"asin\": \"B0BGX4D11F\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEO7Y2\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace\", \"asin\": \"B083HFCWRZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch\", \"asin\": \"B07YWJWDSY\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\\u201d Medal Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B074MJWN5J\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sword Pendant Sterling Silver 925 Dagger Necklace Charm Minimalistic Unisex Handmade Jewelry\", \"asin\": \"B09DQ3HVK7\", \"price\": \"$17.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy\", \"asin\": \"B08XY38WVH\", \"price\": \"$33.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXLDM87\", \"price\": \"$44.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Medium Fish Hook Silver Pendant \\u2013 Premium Sterling Silver Jewelry Hooks \\u2013 Superb Realistic Design \\u2013 Modern and Unique \\u2013 Ideal Present Choice for Men and Women\", \"asin\": \"B004ZB9470\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain\", \"asin\": \"B00XN81MR6\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Necklace for Men Norse Viking Rune with Adjustable Stainless Steel Chains for Men, Vintage Amulet Mens Jewelry Gift with Delicate Box\", \"asin\": \"B0DCZD84LH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\\\"-22\\\"\", \"asin\": \"B07H7BCGN1\", \"price\": \"$12.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Sparkle-Cut Lion Head Statement Pendant Charm - Choice of Size (S, M, or L)\", \"asin\": \"B07HXTRW74\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Silver Gold Tone Stainless Steel Lion King Pendant Necklace Cable Wheat 22+2\\\" Chain\", \"asin\": \"B078YL12CR\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex\", \"asin\": \"B08GL9X8MC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Easter Basket Stuffers Gifts-Layered Initial Letter Pendant Necklace for Men Figaro Twist Rope Chain Necklace Jewelry Graduation Easter Birthday Gift for Men Boys\", \"asin\": \"B0BLC4PX1B\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches\", \"asin\": \"B0CDPJLMPW\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Cross Necklace Beveled Edge for Men Women 5mm Stainless Steel Diamond Cut Durable Cuban Link Curb Chain Crucifix Pendant Necklace Jewelry 16-30 Inches\", \"asin\": \"B09Y8S7567\", \"price\": \"$32.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's 925 Sterling Silver Arrow Arrowhead Poseidon Sentimental for Him Boyfriend Pendant Necklace Gift Cords\", \"asin\": \"B071JL8M8T\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07MCLTP7R\", \"price\": \"$24.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry\", \"asin\": \"B093CF36DJ\", \"price\": \"$14.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches\", \"asin\": \"B09KPNG3BS\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Lion Head Mini Medallion Gold and Silver Plated Pendant 20\\\" Cuban Chain Necklace CP 282\", \"asin\": \"B08L5JNPSF\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Textured Single Angel Wing Heavenly Celestial Charm Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B0186MGRZU\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Italian Hammered Cross Pendant Chain Necklace 18 Inch Made in Italy\", \"asin\": \"B0849ZB5YV\", \"price\": \"$18.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Gold Black Silver Mens Cross Necklaces Stainless Steel Cross Pendant Necklace Simple Jewelry Gifts Cross Chain Necklace for Men\", \"asin\": \"B0B6SBGWD1\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain\", \"asin\": \"B0BVM7RQWH\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch\", \"asin\": \"B0C53K7GFK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Virgin Mary Necklace 18K Gold Plated Women/Men Christian Jewelry Our Lady of Guadalupe Medal Pendant Mother Mary Necklace\", \"asin\": \"B07F3P1PML\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift\", \"asin\": \"B0DRFCPCQ5\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:13:50.730Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": 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\"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n<|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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\" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B087ZYKS46\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\\u2019s Necklace Jewelry Length 22inch\", \"asin\": \"B09X1F3H11\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift\", \"asin\": \"B0C6MGS28N\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B09TGK39LK\", \"price\": \"$11.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"White Gold Plated 925 Solid Sterling Silver Polished Black Men's Womens Crucifix Cross Pendant Long Fine Jewelry Valentines Day Gifts for Him,Stainless Steel Box Chain Length 24''\", \"asin\": \"B09ZYCPPWR\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men Women Silver Cross Necklaces Sterling Silver Cross Pendant High Polished Plain Mens Big Large Gifts For Mens,With Strong Stainless Steel Box Chain Length 24 Inch\", \"asin\": \"B07TV8SKWL\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Black Cross Necklaces Sterling Silver Cross Pendant Polished Long Necklace Fine Jewelry Christmas Gift Valentines Day Gifts for Men,Stainless Steel Box Chain Length 24''\", \"asin\": \"B08ZNXB2N3\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"White Gold Plated Solid Sterling Silver Large Mens Classic Cross Pendant Necklace Faithful Jewelry Gifts For Mens Boys Son, 24 Inch Rolo Chain Lobster Clasp\", \"asin\": \"B086R48G2J\", \"price\": \"$57.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Saint Michael The Archangel Medal - Patron Saints Medal (Small Size)\", \"asin\": \"B01G3K6M5C\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tribal Feather .925 Sterling Silver Pendant\", \"asin\": \"B00P6XRNG0\", \"price\": \"$15.68\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kercisbeauty Silver Feather Pendant with Chain Necklace Long Necklace for Women Men Unisex\", \"asin\": \"B081JBPL95\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men\", \"asin\": \"B0DHG1WNNK\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"St Michael Pendant for Men, Sterling Silver and Oxidized Protection Necklace Featuring St Michael the Archangel, Stylish Men's Necklace for Faith and Strength\", \"asin\": \"B0DJZY2WSQ\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women with Stainless Steel Durable Cuban Link Chain Polished Beveled Edge Cross Chain Pendant Necklace Jewelry 16-28 Inches\", \"asin\": \"B0BGX4D11F\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEO7Y2\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace\", \"asin\": \"B083HFCWRZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch\", \"asin\": \"B07YWJWDSY\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\\u201d Medal Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B074MJWN5J\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sword Pendant Sterling Silver 925 Dagger Necklace Charm Minimalistic Unisex Handmade Jewelry\", \"asin\": \"B09DQ3HVK7\", \"price\": \"$17.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy\", \"asin\": \"B08XY38WVH\", \"price\": \"$33.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXLDM87\", \"price\": \"$44.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Medium Fish Hook Silver Pendant \\u2013 Premium Sterling Silver Jewelry Hooks \\u2013 Superb Realistic Design \\u2013 Modern and Unique \\u2013 Ideal Present Choice for Men and Women\", \"asin\": \"B004ZB9470\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain\", \"asin\": \"B00XN81MR6\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Necklace for Men Norse Viking Rune with Adjustable Stainless Steel Chains for Men, Vintage Amulet Mens Jewelry Gift with Delicate Box\", \"asin\": \"B0DCZD84LH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\\\"-22\\\"\", \"asin\": \"B07H7BCGN1\", \"price\": \"$12.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Sparkle-Cut Lion Head Statement Pendant Charm - Choice of Size (S, M, or L)\", \"asin\": \"B07HXTRW74\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Silver Gold Tone Stainless Steel Lion King Pendant Necklace Cable Wheat 22+2\\\" Chain\", \"asin\": \"B078YL12CR\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex\", \"asin\": \"B08GL9X8MC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Easter Basket Stuffers Gifts-Layered Initial Letter Pendant Necklace for Men Figaro Twist Rope Chain Necklace Jewelry Graduation Easter Birthday Gift for Men Boys\", \"asin\": \"B0BLC4PX1B\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches\", \"asin\": \"B0CDPJLMPW\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Cross Necklace Beveled Edge for Men Women 5mm Stainless Steel Diamond Cut Durable Cuban Link Curb Chain Crucifix Pendant Necklace Jewelry 16-30 Inches\", \"asin\": \"B09Y8S7567\", \"price\": \"$32.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's 925 Sterling Silver Arrow Arrowhead Poseidon Sentimental for Him Boyfriend Pendant Necklace Gift Cords\", \"asin\": \"B071JL8M8T\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07MCLTP7R\", \"price\": \"$24.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry\", \"asin\": \"B093CF36DJ\", \"price\": \"$14.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches\", \"asin\": \"B09KPNG3BS\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Lion Head Mini Medallion Gold and Silver Plated Pendant 20\\\" Cuban Chain Necklace CP 282\", \"asin\": \"B08L5JNPSF\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Textured Single Angel Wing Heavenly Celestial Charm Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B0186MGRZU\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Italian Hammered Cross Pendant Chain Necklace 18 Inch Made in Italy\", \"asin\": \"B0849ZB5YV\", \"price\": \"$18.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Gold Black Silver Mens Cross Necklaces Stainless Steel Cross Pendant Necklace Simple Jewelry Gifts Cross Chain Necklace for Men\", \"asin\": \"B0B6SBGWD1\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain\", \"asin\": \"B0BVM7RQWH\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch\", \"asin\": \"B0C53K7GFK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Virgin Mary Necklace 18K Gold Plated Women/Men Christian Jewelry Our Lady of Guadalupe Medal Pendant Mother Mary Necklace\", \"asin\": \"B07F3P1PML\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift\", \"asin\": \"B0DRFCPCQ5\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:14:07.957Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:14:07.957Z
input
Pendant for men, silver, solid color
rule
train
93
2025-04-08T00:14:07.957Z
input
Pendant for men, silver, solid color
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "Pendant Men silver"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Forge & Foundry\nMen's Compass Pendant with Adjustable 21\" Necklace Chain | Design-led, artisan jewelry from London", "asin": "B09FB3VX8C", "price": "$42.95", "quantity": ""}, {"title": "Forge & Foundry\nMen's Religious Pendant with 21\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant", "asin": "B0C8K15X3H", "price": "$42.95", "quantity": ""}, {"title": "Made by Nami\nMens Silver Necklace with Pendant Handmade 23\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him", "asin": "B0BC1BQN86", "price": "$19.99", "quantity": ""}, {"title": "PEAS\nPunk Jewelry Necklace Stainless Steel Animal Lion Head Pendant Round Necklace", "asin": "B0C1VMQCZ5", "price": "$9.99", "quantity": ""}, {"title": "AZFVBQL\nMen's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry", "asin": "B09YNCRJ6J", "price": "$15.59", "quantity": ""}, {"title": "Generic\nViking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary", "asin": "B0DK579CF4", "price": "$43.19", "quantity": ""}, {"title": "Yaumatea\nPatron of Saint Necklace, St. Michael/Virgin Mary/Raphael/Jude/Christopher/Benedict/Joseph/Patrick/Francis/Florian/Thomas/Anthony, Stainless Steel 24\"", "asin": "B0C2L4XHML", "price": "$11.99", "quantity": ""}, {"title": "YFN\nPatron Saint Necklace Sterling Silver Amulet Medal Pendant Religious Protector Jewelry Gifts for Women Men", "asin": "B0BJKJ8BDK", "price": "$40.49", "quantity": ""}, {"title": "XIXLES\n925 Sterling Silver Patron Saint Necklace Archangel Medals St Pendant Amulet Necklaces Protection Jewelry for Men Women with Chain", "asin": "B0CYWYWNPL", "price": "$71.99", "quantity": ""}, {"title": "YFN\nEgyptian Necklace Sterling Silver Egypt God Pendant Abalone Shell Egypt Jewelry Gifts for Women Men", "asin": "B0CX1G7RLD", "price": "$33.29", "quantity": ""}], "ads": [{"title": "Zillaly initial letter Pendant Necklace Men Women boy Capital silver letter diamond A-Z stainless steel Chain box 22inch (Silver-J)", "asin": "B0D2NWMN9V"}, {"title": "Zillaly Men's Initial Pendant Necklace 18K A-Z Zirconia Unisex Christmas Gift with Box", "asin": "B0B7J7N6RV"}], "search_results": [{"title": "Tungsten Cross Necklace for Men, Men's Silver Cross Pendant Necklace 20-24\"", "asin": "B0D7H42W89", "price": "$25.00", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "925 Sterling Silver Men's Pendant Necklace - Exquisite Spartan Helmet Design - with Sterling Silver Chain - Men's Silver Jewelry", "asin": "B08151NF54", "price": "$29.90", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Tree of Life Necklace for Women Sterling Silver Celtic Moon Tree Moonstone Turquoise Pendant Heart Family Tree Necklace for Mother Daughter Sister Gifts", "asin": "B0CND62ZHF", "price": "$35.99", "delivery": "FREE delivery Apr 19 - 23 for Prime members"}, {"title": "Personalized Custom Cross Necklace for Men Customized Cross Pendant Necklace Customized Jewelry Religious Gifts for Men", "asin": "B0DXQ4DBVD", "price": "$14.98", "delivery": "$6.98 delivery May 9 - 27"}, {"title": "Cross Necklace for Men Stainless Steel Crucifix Pendant Silver White Gold Yellow Black Jesus Christ Plain Simple Women Fine Jewelry Gifts, 24 Inches Rolo Chain, Zirconia, Polished, Rope", "asin": "B091D2ZTSL", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry", "asin": "B09YNCRJ6J", "price": "$15.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry", "asin": "B087ZYKS46", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\u2019s Necklace Jewelry Length 22inch", "asin": "B09X1F3H11", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift", "asin": "B0C6MGS28N", "price": "$27.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry", "asin": "B09TGK39LK", "price": "$11.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\"", "asin": "B07QP9GPNF", "price": "$21.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "White Gold Plated 925 Solid Sterling Silver Polished Black Men's Womens Crucifix Cross Pendant Long Fine Jewelry Valentines Day Gifts for Him,Stainless Steel Box Chain Length 24''", "asin": "B09ZYCPPWR", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men Women Silver Cross Necklaces Sterling Silver Cross Pendant High Polished Plain Mens Big Large Gifts For Mens,With Strong Stainless Steel Box Chain Length 24 Inch", "asin": "B07TV8SKWL", "price": "$49.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Black Cross Necklaces Sterling Silver Cross Pendant Polished Long Necklace Fine Jewelry Christmas Gift Valentines Day Gifts for Men,Stainless Steel Box Chain Length 24''", "asin": "B08ZNXB2N3", "price": "$49.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "White Gold Plated Solid Sterling Silver Large Mens Classic Cross Pendant Necklace Faithful Jewelry Gifts For Mens Boys Son, 24 Inch Rolo Chain Lobster Clasp", "asin": "B086R48G2J", "price": "$57.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members"}, {"title": "Saint Michael The Archangel Medal - Patron Saints Medal (Small Size)", "asin": "B01G3K6M5C", "price": "$28.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Tribal Feather .925 Sterling Silver Pendant", "asin": "B00P6XRNG0", "price": "$15.68", "delivery": "FREE delivery Apr 11 - 14 for Prime members"}, {"title": "Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches", "asin": "B097CF7R4Y", "price": "$13.29", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Kercisbeauty Silver Feather Pendant with Chain Necklace Long Necklace for Women Men Unisex", "asin": "B081JBPL95", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men", "asin": "B0DHG1WNNK", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "St Michael Pendant for Men, Sterling Silver and Oxidized Protection Necklace Featuring St Michael the Archangel, Stylish Men's Necklace for Faith and Strength", "asin": "B0DJZY2WSQ", "price": "$59.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "925 Sterling Silver Cross Necklace for Men Women with Stainless Steel Durable Cuban Link Chain Polished Beveled Edge Cross Chain Pendant Necklace Jewelry 16-28 Inches", "asin": "B0BGX4D11F", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue", "asin": "B01FSEO7Y2", "price": "$8.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\"-26\"", "asin": "B075RVHX62", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \u2026", "asin": "B0B6FNBZ2V", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches", "asin": "B0CQ82319S", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace", "asin": "B083HFCWRZ", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch", "asin": "B07YWJWDSY", "price": "$12.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\u201d Medal Pendant Necklace with Rolo Chain and Pendant only", "asin": "B074MJWN5J", "price": "$24.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Sword Pendant Sterling Silver 925 Dagger Necklace Charm Minimalistic Unisex Handmade Jewelry", "asin": "B09DQ3HVK7", "price": "$17.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy", "asin": "B08XY38WVH", "price": "$33.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\" Long Choose Your Color (Fit Upto 6mm Link Chain)", "asin": "B00JV6MB0Q", "price": "$22.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Silver Necklace with Pendant Handmade 23\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him", "asin": "B0BC1BQN86", "price": "$19.99", "delivery": "FREE delivery Apr 11 - 14 for Prime members"}, {"title": "Men's Religious Pendant with 21\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant", "asin": "B0CGXLDM87", "price": "$44.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Medium Fish Hook Silver Pendant \u2013 Premium Sterling Silver Jewelry Hooks \u2013 Superb Realistic Design \u2013 Modern and Unique \u2013 Ideal Present Choice for Men and Women", "asin": "B004ZB9470", "price": "$37.99", "delivery": "FREE delivery Apr 19 - 23 for Prime members"}, {"title": "Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain", "asin": "B00XN81MR6", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Necklace for Men Norse Viking Rune with Adjustable Stainless Steel Chains for Men, Vintage Amulet Mens Jewelry Gift with Delicate Box", "asin": "B0DCZD84LH", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains", "asin": "B0DM4TKSH1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\"-22\"", "asin": "B07H7BCGN1", "price": "$12.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Sparkle-Cut Lion Head Statement Pendant Charm - Choice of Size (S, M, or L)", "asin": "B07HXTRW74", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Silver Gold Tone Stainless Steel Lion King Pendant Necklace Cable Wheat 22+2\" Chain", "asin": "B078YL12CR", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex", "asin": "B08GL9X8MC", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches", "asin": "B0CQ82319S", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Easter Basket Stuffers Gifts-Layered Initial Letter Pendant Necklace for Men Figaro Twist Rope Chain Necklace Jewelry Graduation Easter Birthday Gift for Men Boys", "asin": "B0BLC4PX1B", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches", "asin": "B0CDPJLMPW", "price": "$15.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "925 Sterling Silver Cross Necklace Beveled Edge for Men Women 5mm Stainless Steel Diamond Cut Durable Cuban Link Curb Chain Crucifix Pendant Necklace Jewelry 16-30 Inches", "asin": "B09Y8S7567", "price": "$32.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's 925 Sterling Silver Arrow Arrowhead Poseidon Sentimental for Him Boyfriend Pendant Necklace Gift Cords", "asin": "B071JL8M8T", "price": "$26.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy", "asin": "B07MCLTP7R", "price": "$24.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry", "asin": "B093CF36DJ", "price": "$14.90", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches", "asin": "B09KPNG3BS", "price": "$29.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Lion Head Mini Medallion Gold and Silver Plated Pendant 20\" Cuban Chain Necklace CP 282", "asin": "B08L5JNPSF", "price": "$11.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "925 Sterling Silver Textured Single Angel Wing Heavenly Celestial Charm Pendant Necklace with Rolo Chain and Pendant only", "asin": "B0186MGRZU", "price": "$17.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy", "asin": "B07QGKQC65", "price": "$37.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver", "asin": "B07D23C6TC", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Italian Hammered Cross Pendant Chain Necklace 18 Inch Made in Italy", "asin": "B0849ZB5YV", "price": "$18.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men, Gold Black Silver Mens Cross Necklaces Stainless Steel Cross Pendant Necklace Simple Jewelry Gifts Cross Chain Necklace for Men", "asin": "B0B6SBGWD1", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain", "asin": "B0BVM7RQWH", "price": "$13.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch", "asin": "B0C53K7GFK", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Virgin Mary Necklace 18K Gold Plated Women/Men Christian Jewelry Our Lady of Guadalupe Medal Pendant Mother Mary Necklace", "asin": "B07F3P1PML", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift", "asin": "B0DRFCPCQ5", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T00:14:07.957Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:14:07.957Z\",\"action\": \"input\",\"acion_argument\": \"Pendant for men, silver, solid color\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T00:14:07.957Z\",\"action\": \"input\",\"acion_argument\": \"Pendant for men, silver, solid color\",}</answer>", "index": 93, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", 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Gifts-Layered Initial Letter Pendant Necklace for Men Figaro Twist Rope Chain Necklace Jewelry Graduation Easter Birthday Gift for Men Boys\", \"asin\": \"B0BLC4PX1B\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches\", \"asin\": \"B0CDPJLMPW\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Cross Necklace Beveled Edge for Men Women 5mm Stainless Steel Diamond Cut Durable Cuban Link Curb Chain Crucifix Pendant Necklace Jewelry 16-30 Inches\", \"asin\": \"B09Y8S7567\", \"price\": \"$32.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's 925 Sterling Silver Arrow Arrowhead Poseidon Sentimental for Him Boyfriend Pendant Necklace Gift Cords\", \"asin\": \"B071JL8M8T\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07MCLTP7R\", \"price\": \"$24.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry\", \"asin\": \"B093CF36DJ\", \"price\": \"$14.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches\", \"asin\": \"B09KPNG3BS\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Lion Head Mini Medallion Gold and Silver Plated Pendant 20\\\" Cuban Chain Necklace CP 282\", \"asin\": \"B08L5JNPSF\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Textured Single Angel Wing Heavenly Celestial Charm Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B0186MGRZU\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Italian Hammered Cross Pendant Chain Necklace 18 Inch Made in Italy\", \"asin\": \"B0849ZB5YV\", \"price\": \"$18.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Gold Black Silver Mens Cross Necklaces Stainless Steel Cross Pendant Necklace Simple Jewelry Gifts Cross Chain Necklace for Men\", \"asin\": \"B0B6SBGWD1\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain\", \"asin\": \"B0BVM7RQWH\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch\", \"asin\": \"B0C53K7GFK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Virgin Mary Necklace 18K Gold Plated Women/Men Christian Jewelry Our Lady of Guadalupe Medal Pendant Mother Mary Necklace\", \"asin\": \"B07F3P1PML\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift\", \"asin\": \"B0DRFCPCQ5\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:14:07.957Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Pendant for men, silver, solid color\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Forge & Foundry\\nMen's Compass Pendant with Adjustable 21\\\" Necklace Chain | Design-led, artisan jewelry from London\", \"asin\": \"B09FB3VX8C\", \"price\": \"$42.95\", \"quantity\": \"\"},\n{\"title\": \"Forge & Foundry\\nMen's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0C8K15X3H\", \"price\": \"$42.95\", \"quantity\": \"\"},\n{\"title\": \"Made by Nami\\nMens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"PEAS\\nPunk Jewelry Necklace Stainless Steel Animal Lion Head Pendant Round Necklace\", \"asin\": \"B0C1VMQCZ5\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"AZFVBQL\\nMen's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"quantity\": \"\"},\n{\"title\": \"Generic\\nViking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"quantity\": \"\"},\n{\"title\": \"Yaumatea\\nPatron of Saint Necklace, St. Michael/Virgin Mary/Raphael/Jude/Christopher/Benedict/Joseph/Patrick/Francis/Florian/Thomas/Anthony, Stainless Steel 24\\\"\", \"asin\": \"B0C2L4XHML\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"YFN\\nPatron Saint Necklace Sterling Silver Amulet Medal Pendant Religious Protector Jewelry Gifts for Women Men\", \"asin\": \"B0BJKJ8BDK\", \"price\": \"$40.49\", \"quantity\": \"\"},\n{\"title\": \"XIXLES\\n925 Sterling Silver Patron Saint Necklace Archangel Medals St Pendant Amulet Necklaces Protection Jewelry for Men Women with Chain\", \"asin\": \"B0CYWYWNPL\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"YFN\\nEgyptian Necklace Sterling Silver Egypt God Pendant Abalone Shell Egypt Jewelry Gifts for Women Men\", \"asin\": \"B0CX1G7RLD\", \"price\": \"$33.29\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Zillaly initial letter Pendant Necklace Men Women boy Capital silver letter diamond A-Z stainless steel Chain box 22inch (Silver-J)\", \"asin\": \"B0D2NWMN9V\"},\n{\"title\": \"Zillaly Men's Initial Pendant Necklace 18K A-Z Zirconia Unisex Christmas Gift with Box\", \"asin\": \"B0B7J7N6RV\"}],\n\"search_results\": [{\"title\": \"Tungsten Cross Necklace for Men, Men's Silver Cross Pendant Necklace 20-24\\\"\", \"asin\": \"B0D7H42W89\", \"price\": \"$25.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Men's Pendant Necklace - Exquisite Spartan Helmet Design - with Sterling Silver Chain - Men's Silver Jewelry\", \"asin\": \"B08151NF54\", \"price\": \"$29.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tree of Life Necklace for Women Sterling Silver Celtic Moon Tree Moonstone Turquoise Pendant Heart Family Tree Necklace for Mother Daughter Sister Gifts\", \"asin\": \"B0CND62ZHF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"Personalized Custom Cross Necklace for Men Customized Cross Pendant Necklace Customized Jewelry Religious Gifts for Men\", \"asin\": \"B0DXQ4DBVD\", \"price\": \"$14.98\", \"delivery\": \"$6.98 delivery May 9 - 27\"},\n{\"title\": \"Cross Necklace for Men Stainless Steel Crucifix Pendant Silver White Gold Yellow Black Jesus Christ Plain Simple Women Fine Jewelry Gifts, 24 Inches Rolo Chain, Zirconia, Polished, Rope\", \"asin\": \"B091D2ZTSL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B087ZYKS46\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\\u2019s Necklace Jewelry Length 22inch\", \"asin\": \"B09X1F3H11\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift\", \"asin\": \"B0C6MGS28N\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B09TGK39LK\", \"price\": \"$11.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"White Gold Plated 925 Solid Sterling Silver Polished Black Men's Womens Crucifix Cross Pendant Long Fine Jewelry Valentines Day Gifts for Him,Stainless Steel Box Chain Length 24''\", \"asin\": \"B09ZYCPPWR\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men Women Silver Cross Necklaces Sterling Silver Cross Pendant High Polished Plain Mens Big Large Gifts For Mens,With Strong Stainless Steel Box Chain Length 24 Inch\", \"asin\": \"B07TV8SKWL\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Black Cross Necklaces Sterling Silver Cross Pendant Polished Long Necklace Fine Jewelry Christmas Gift Valentines Day Gifts for Men,Stainless Steel Box Chain Length 24''\", \"asin\": \"B08ZNXB2N3\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"White Gold Plated Solid Sterling Silver Large Mens Classic Cross Pendant Necklace Faithful Jewelry Gifts For Mens Boys Son, 24 Inch Rolo Chain Lobster Clasp\", \"asin\": \"B086R48G2J\", \"price\": \"$57.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Saint Michael The Archangel Medal - Patron Saints Medal (Small Size)\", \"asin\": \"B01G3K6M5C\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tribal Feather .925 Sterling Silver Pendant\", \"asin\": \"B00P6XRNG0\", \"price\": \"$15.68\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kercisbeauty Silver Feather Pendant with Chain Necklace Long Necklace for Women Men Unisex\", \"asin\": \"B081JBPL95\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men\", \"asin\": \"B0DHG1WNNK\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"St Michael Pendant for Men, Sterling Silver and Oxidized Protection Necklace Featuring St Michael the Archangel, Stylish Men's Necklace for Faith and Strength\", \"asin\": \"B0DJZY2WSQ\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women with Stainless Steel Durable Cuban Link Chain Polished Beveled Edge Cross Chain Pendant Necklace Jewelry 16-28 Inches\", \"asin\": \"B0BGX4D11F\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEO7Y2\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace\", \"asin\": \"B083HFCWRZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch\", \"asin\": \"B07YWJWDSY\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\\u201d Medal Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B074MJWN5J\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sword Pendant Sterling Silver 925 Dagger Necklace Charm Minimalistic Unisex Handmade Jewelry\", \"asin\": \"B09DQ3HVK7\", \"price\": \"$17.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy\", \"asin\": \"B08XY38WVH\", \"price\": \"$33.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXLDM87\", \"price\": \"$44.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Medium Fish Hook Silver Pendant \\u2013 Premium Sterling Silver Jewelry Hooks \\u2013 Superb Realistic Design \\u2013 Modern and Unique \\u2013 Ideal Present Choice for Men and Women\", \"asin\": \"B004ZB9470\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain\", \"asin\": \"B00XN81MR6\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Necklace for Men Norse Viking Rune with Adjustable Stainless Steel Chains for Men, Vintage Amulet Mens Jewelry Gift with Delicate Box\", \"asin\": \"B0DCZD84LH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\\\"-22\\\"\", \"asin\": \"B07H7BCGN1\", \"price\": \"$12.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Sparkle-Cut Lion Head Statement Pendant Charm - Choice of Size (S, M, or L)\", \"asin\": \"B07HXTRW74\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Silver Gold Tone Stainless Steel Lion King Pendant Necklace Cable Wheat 22+2\\\" Chain\", \"asin\": \"B078YL12CR\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex\", \"asin\": \"B08GL9X8MC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Easter Basket Stuffers Gifts-Layered Initial Letter Pendant Necklace for Men Figaro Twist Rope Chain Necklace Jewelry Graduation Easter Birthday Gift for Men Boys\", \"asin\": \"B0BLC4PX1B\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches\", \"asin\": \"B0CDPJLMPW\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Cross Necklace Beveled Edge for Men Women 5mm Stainless Steel Diamond Cut Durable Cuban Link Curb Chain Crucifix Pendant Necklace Jewelry 16-30 Inches\", \"asin\": \"B09Y8S7567\", \"price\": \"$32.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's 925 Sterling Silver Arrow Arrowhead Poseidon Sentimental for Him Boyfriend Pendant Necklace Gift Cords\", \"asin\": \"B071JL8M8T\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07MCLTP7R\", \"price\": \"$24.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry\", \"asin\": \"B093CF36DJ\", \"price\": \"$14.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches\", \"asin\": \"B09KPNG3BS\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Lion Head Mini Medallion Gold and Silver Plated Pendant 20\\\" Cuban Chain Necklace CP 282\", \"asin\": \"B08L5JNPSF\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Textured Single Angel Wing Heavenly Celestial Charm Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B0186MGRZU\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Italian Hammered Cross Pendant Chain Necklace 18 Inch Made in Italy\", \"asin\": \"B0849ZB5YV\", \"price\": \"$18.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Gold Black Silver Mens Cross Necklaces Stainless Steel Cross Pendant Necklace Simple Jewelry Gifts Cross Chain Necklace for Men\", \"asin\": \"B0B6SBGWD1\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain\", \"asin\": \"B0BVM7RQWH\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch\", \"asin\": \"B0C53K7GFK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Virgin Mary Necklace 18K Gold Plated Women/Men Christian Jewelry Our Lady of Guadalupe Medal Pendant Mother Mary Necklace\", \"asin\": \"B07F3P1PML\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift\", \"asin\": \"B0DRFCPCQ5\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:14:08.250Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:14:08.250Z
click
search
rule
train
94
2025-04-08T00:14:08.250Z
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "Pendant for men, silver, solid color"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body 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"$15.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "925 Sterling Silver Cross Necklace Beveled Edge for Men Women 5mm Stainless Steel Diamond Cut Durable Cuban Link Curb Chain Crucifix Pendant Necklace Jewelry 16-30 Inches", "asin": "B09Y8S7567", "price": "$32.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's 925 Sterling Silver Arrow Arrowhead Poseidon Sentimental for Him Boyfriend Pendant Necklace Gift Cords", "asin": "B071JL8M8T", "price": "$26.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy", "asin": "B07MCLTP7R", "price": "$24.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry", "asin": "B093CF36DJ", "price": "$14.90", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "925 Sterling Silver Cross Necklace for Men Women, 5mm 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One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Virgin Mary Necklace 18K Gold Plated Women/Men Christian Jewelry Our Lady of Guadalupe Medal Pendant Mother Mary Necklace", "asin": "B07F3P1PML", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift", "asin": "B0DRFCPCQ5", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T00:14:08.250Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:14:08.250Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T00:14:08.250Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 94, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Pendant for men, silver, solid color\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Forge & Foundry\\nMen's Compass Pendant with Adjustable 21\\\" Necklace Chain | Design-led, artisan jewelry from London\", \"asin\": \"B09FB3VX8C\", \"price\": \"$42.95\", \"quantity\": \"\"},\n{\"title\": \"Forge & Foundry\\nMen's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0C8K15X3H\", \"price\": \"$42.95\", \"quantity\": \"\"},\n{\"title\": \"Made by Nami\\nMens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"PEAS\\nPunk Jewelry Necklace Stainless Steel Animal Lion Head Pendant Round Necklace\", \"asin\": \"B0C1VMQCZ5\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"AZFVBQL\\nMen's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"quantity\": \"\"},\n{\"title\": \"Generic\\nViking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"quantity\": \"\"},\n{\"title\": \"Yaumatea\\nPatron of Saint Necklace, St. Michael/Virgin Mary/Raphael/Jude/Christopher/Benedict/Joseph/Patrick/Francis/Florian/Thomas/Anthony, Stainless Steel 24\\\"\", \"asin\": \"B0C2L4XHML\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"YFN\\nPatron Saint Necklace Sterling Silver Amulet Medal Pendant Religious Protector Jewelry Gifts for Women Men\", \"asin\": \"B0BJKJ8BDK\", \"price\": \"$40.49\", \"quantity\": \"\"},\n{\"title\": \"XIXLES\\n925 Sterling Silver Patron Saint Necklace Archangel Medals St Pendant Amulet Necklaces Protection Jewelry for Men Women with Chain\", \"asin\": \"B0CYWYWNPL\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"YFN\\nEgyptian Necklace Sterling Silver Egypt God Pendant Abalone Shell Egypt Jewelry Gifts for Women Men\", \"asin\": \"B0CX1G7RLD\", \"price\": \"$33.29\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Zillaly initial letter Pendant Necklace Men Women boy Capital silver letter diamond A-Z stainless steel Chain box 22inch (Silver-J)\", \"asin\": \"B0D2NWMN9V\"},\n{\"title\": \"Zillaly Men's Initial Pendant Necklace 18K A-Z Zirconia Unisex Christmas Gift with Box\", \"asin\": \"B0B7J7N6RV\"}],\n\"search_results\": [{\"title\": \"Tungsten Cross Necklace for Men, Men's Silver Cross Pendant Necklace 20-24\\\"\", \"asin\": \"B0D7H42W89\", \"price\": \"$25.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Men's Pendant Necklace - Exquisite Spartan Helmet Design - with Sterling Silver Chain - Men's Silver Jewelry\", \"asin\": \"B08151NF54\", \"price\": \"$29.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tree of Life Necklace for Women Sterling Silver Celtic Moon Tree Moonstone Turquoise Pendant Heart Family Tree Necklace for Mother Daughter Sister Gifts\", \"asin\": \"B0CND62ZHF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"Personalized Custom Cross Necklace for Men Customized Cross Pendant Necklace Customized Jewelry Religious Gifts for Men\", \"asin\": \"B0DXQ4DBVD\", \"price\": \"$14.98\", \"delivery\": \"$6.98 delivery May 9 - 27\"},\n{\"title\": \"Cross Necklace for Men Stainless Steel Crucifix Pendant Silver White Gold Yellow Black Jesus Christ Plain Simple Women Fine Jewelry Gifts, 24 Inches Rolo Chain, Zirconia, Polished, Rope\", \"asin\": \"B091D2ZTSL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B087ZYKS46\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Bar Pendant Necklace For Men Stainless Steel Box Chain Pendant Men\\u2019s Necklace Jewelry Length 22inch\", \"asin\": \"B09X1F3H11\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift\", \"asin\": \"B0C6MGS28N\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B09TGK39LK\", \"price\": \"$11.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"White Gold Plated 925 Solid Sterling Silver Polished Black Men's Womens Crucifix Cross Pendant Long Fine Jewelry Valentines Day Gifts for Him,Stainless Steel Box Chain Length 24''\", \"asin\": \"B09ZYCPPWR\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men Women Silver Cross Necklaces Sterling Silver Cross Pendant High Polished Plain Mens Big Large Gifts For Mens,With Strong Stainless Steel Box Chain Length 24 Inch\", \"asin\": \"B07TV8SKWL\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Black Cross Necklaces Sterling Silver Cross Pendant Polished Long Necklace Fine Jewelry Christmas Gift Valentines Day Gifts for Men,Stainless Steel Box Chain Length 24''\", \"asin\": \"B08ZNXB2N3\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"White Gold Plated Solid Sterling Silver Large Mens Classic Cross Pendant Necklace Faithful Jewelry Gifts For Mens Boys Son, 24 Inch Rolo Chain Lobster Clasp\", \"asin\": \"B086R48G2J\", \"price\": \"$57.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Saint Michael The Archangel Medal - Patron Saints Medal (Small Size)\", \"asin\": \"B01G3K6M5C\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tribal Feather .925 Sterling Silver Pendant\", \"asin\": \"B00P6XRNG0\", \"price\": \"$15.68\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"Serenity Prayer Necklace with Praying Hands Coin Pendant for Men Women Lords Prayer Bible Verse Courage Wisdom Stainless Steel 24 inches\", \"asin\": \"B097CF7R4Y\", \"price\": \"$13.29\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Kercisbeauty Silver Feather Pendant with Chain Necklace Long Necklace for Women Men Unisex\", \"asin\": \"B081JBPL95\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men\", \"asin\": \"B0DHG1WNNK\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"St Michael Pendant for Men, Sterling Silver and Oxidized Protection Necklace Featuring St Michael the Archangel, Stylish Men's Necklace for Faith and Strength\", \"asin\": \"B0DJZY2WSQ\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women with Stainless Steel Durable Cuban Link Chain Polished Beveled Edge Cross Chain Pendant Necklace Jewelry 16-28 Inches\", \"asin\": \"B0BGX4D11F\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEO7Y2\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"12Pcs Stainless Steel Pendant Necklace for Men Cool Goth Necklace Funky Gothic Cross Dog Tag Yin Yang Triangle Pendant Chain Necklace Set Black & Silver Tone \\u2026\", \"asin\": \"B0B6FNBZ2V\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Gothic Jewelry Men's Stainless Steel Animal Snake Pendant Chain Necklace\", \"asin\": \"B083HFCWRZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch\", \"asin\": \"B07YWJWDSY\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Saint Michael The Archangel White Cubic Zirconia Accented 1\\u201d Medal Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B074MJWN5J\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sword Pendant Sterling Silver 925 Dagger Necklace Charm Minimalistic Unisex Handmade Jewelry\", \"asin\": \"B09DQ3HVK7\", \"price\": \"$17.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy\", \"asin\": \"B08XY38WVH\", \"price\": \"$33.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"Men's Religious Pendant with 21\\\" Extendable Necklace Chain - Compass | Saint Michael | Saint Christopher Pendant\", \"asin\": \"B0CGXLDM87\", \"price\": \"$44.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Medium Fish Hook Silver Pendant \\u2013 Premium Sterling Silver Jewelry Hooks \\u2013 Superb Realistic Design \\u2013 Modern and Unique \\u2013 Ideal Present Choice for Men and Women\", \"asin\": \"B004ZB9470\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain\", \"asin\": \"B00XN81MR6\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Necklace for Men Norse Viking Rune with Adjustable Stainless Steel Chains for Men, Vintage Amulet Mens Jewelry Gift with Delicate Box\", \"asin\": \"B0DCZD84LH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Monogram Necklace A-Z 26 Letters Pendants 18K Gold/Platinum Plated Square Capital Initial Necklaces for Women Men, Resizable Chain 20\\\"-22\\\"\", \"asin\": \"B07H7BCGN1\", \"price\": \"$12.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Sparkle-Cut Lion Head Statement Pendant Charm - Choice of Size (S, M, or L)\", \"asin\": \"B07HXTRW74\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Silver Gold Tone Stainless Steel Lion King Pendant Necklace Cable Wheat 22+2\\\" Chain\", \"asin\": \"B078YL12CR\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Bar Pendant Necklace for Men and Women, Couples Necklaces 22 Inches Snake Chain, Unisex\", \"asin\": \"B08GL9X8MC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Easter Basket Stuffers Gifts-Layered Initial Letter Pendant Necklace for Men Figaro Twist Rope Chain Necklace Jewelry Graduation Easter Birthday Gift for Men Boys\", \"asin\": \"B0BLC4PX1B\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches\", \"asin\": \"B0CDPJLMPW\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Cross Necklace Beveled Edge for Men Women 5mm Stainless Steel Diamond Cut Durable Cuban Link Curb Chain Crucifix Pendant Necklace Jewelry 16-30 Inches\", \"asin\": \"B09Y8S7567\", \"price\": \"$32.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's 925 Sterling Silver Arrow Arrowhead Poseidon Sentimental for Him Boyfriend Pendant Necklace Gift Cords\", \"asin\": \"B071JL8M8T\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07MCLTP7R\", \"price\": \"$24.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry\", \"asin\": \"B093CF36DJ\", \"price\": \"$14.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches\", \"asin\": \"B09KPNG3BS\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Lion Head Mini Medallion Gold and Silver Plated Pendant 20\\\" Cuban Chain Necklace CP 282\", \"asin\": \"B08L5JNPSF\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Textured Single Angel Wing Heavenly Celestial Charm Pendant Necklace with Rolo Chain and Pendant only\", \"asin\": \"B0186MGRZU\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Italian Hammered Cross Pendant Chain Necklace 18 Inch Made in Italy\", \"asin\": \"B0849ZB5YV\", \"price\": \"$18.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Gold Black Silver Mens Cross Necklaces Stainless Steel Cross Pendant Necklace Simple Jewelry Gifts Cross Chain Necklace for Men\", \"asin\": \"B0B6SBGWD1\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"8 Pcs Necklace for Men, Mens Necklaces Jewelry Set, Black and Silver Stainless Steel Necklace, Cross Pendant Necklace, 16-24 inches Chain\", \"asin\": \"B0BVM7RQWH\", \"price\": \"$13.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver/Gold/Black Mens Cross Necklaces with 2.5mm Cross Chain and Stainless Steel Cross Pendant, Box Chain 16-24 Inch\", \"asin\": \"B0C53K7GFK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Virgin Mary Necklace 18K Gold Plated Women/Men Christian Jewelry Our Lady of Guadalupe Medal Pendant Mother Mary Necklace\", \"asin\": \"B07F3P1PML\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Pendant Necklace for Men 18K Gold Plated Capital Initial Necklace Cuban Link Chain 4mm 20 Inch Jewelry Gift\", \"asin\": \"B0DRFCPCQ5\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:14:08.250Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"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\": \"Pendant for men, silver, solid color\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"murtoo\\nCompass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D4QLQ7ZL\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Forge & Foundry\\nMen's Minimalist Stainless Steel and Solid Onyx Inlay Pendant | 21 Inch Rolo Chain | Design-Led Artisan Jewelry, from London\", \"asin\": \"B0D1VRRBKL\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"LeCalla\\nSolid Italian 925 Sterling Silver Antique Lord Hanuman Ganesh/Ganapati Pendant Chain Necklace for Men Women\", \"asin\": \"B08MF7WDRZ\", \"price\": \"$24.91\", \"quantity\": \"\"},\n{\"title\": \"PROSTEEL\\n925 Sterling Silver Russian Orthodox Cross Necklace For Men Women, 18inch-20inch Adjustable, Come with Box\", \"asin\": \"B08P7H7SGX\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"U7\\nStainless Steel Shark Necklaces,18K Gold Plated Dolphin/Swordfish/Shark Pendant Necklace,Punk Mens Jewelry\", \"asin\": \"B074SFY4KG\", \"price\": \"$13.91\", \"quantity\": \"\"},\n{\"title\": \"Generic\\nViking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"quantity\": \"\"},\n{\"title\": \"LeCalla\\nSolid Italian 925 Sterling Silver Antique Lord Hanuman Ganesh/Ganapati Pendant Chain Necklace for Men Women\", \"asin\": \"B08MF7WDRZ\", \"price\": \"$24.91\", \"quantity\": \"\"},\n{\"title\": \"ZENLUNANO\\nCrucifix Cross Necklace for Men and Women with 18K Gold Plated Exquisite Jesus Pendant and Double Adjustable Necklace Chains 16-30 Inch\", \"asin\": \"B0D4792WHH\", \"price\": \"$14.27\", \"quantity\": \"\"},\n{\"title\": \"ChainsPro\\nMen Chunky Miami Cuban Chain Necklace, Custom Available, 4.8/6/10/14mm Width, 18/20/22/24/26/28/30inch Length, Gold Plated/Stainless Steel/Black, Send Gift Box\", \"asin\": \"B07JY9V7TG\", \"price\": \"$18.89\", \"quantity\": \"\"},\n{\"title\": \"LeCalla\\nSolid 925 Sterling Silver Italian 3 MM, 4 MM Diamond-Cut Solid Flat Mariner Link Chain Necklace for Women Men with Lobster Clasp, Made in Italy (16, 18, 20, 22, 24 Inches)\", \"asin\": \"B08KHFWDRW\", \"price\": \"$36.89\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"CaptainSteeL Cross Necklace for Men - Stainless Steel Silver/Gold Plain Cross Pendant Necklace Simple Jewelry Gifts, 24 Inches 3:1 Figaro Link Chain 4/5/6mm Width\", \"asin\": \"B08DTRZQCW\"}],\n\"search_results\": [{\"title\": \"Compass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D3X6PCR1\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"Men's Compass Pendant Necklace, Circle Vintage Coin Stainless Steel Compass Necklace Navigator Forged for Male Talisman Travel Jewelry, Inspirational Graduation Gifts (Gifts Box)\", \"asin\": \"B0DHRF4F64\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Stainless Steel Eagle and Anchor Pendant Necklace, Nautical Symbolic Jewelry, Vintage Maritime\", \"asin\": \"B0DS1S5FNS\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Plain Russian Orthodox Cross Pendant Necklace - Choice of Pendant Only or Chain Length\", \"asin\": \"B0BXM6PVD6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Minimalist Stainless Steel and Solid Onyx Inlay Pendant | 21 Inch Rolo Chain | Design-Led Artisan Jewelry, from London\", \"asin\": \"B0D1VRRBKL\", \"price\": \"$44.95\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Cross Necklace for Men Silver Premium Alloy Solid Color Cross Pendant Necklace for Men Women Teens\", \"asin\": \"B0BPBM93FK\", \"price\": \"$4.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian 925 Sterling Silver Solid 2mm Round Box Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B0BSXJY659\", \"price\": \"$36.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 18K Gold Over 925 Sterling Silver Chain Necklace for Women, 1.35mm Rope Chain Italian Necklace Chain for Women Men Super Shiny & Durable Women's Chain Necklaces 18 20 22 24 Inch\", \"asin\": \"B07WNVP22M\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace, Stainless Steel Compass Circle Vintage Coin Necklace Navigator Forged for Male Talisman Travel Jewelry\", \"asin\": \"B0CCHMKW6K\", \"price\": \"$12.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Coin Necklace Men's Stainless Steel Necklace Pendant Retro Ecclesiastes Bible Verse Round Medal Necklace Jewelry Gift\", \"asin\": \"B0D99RW43F\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men 100% 925 Sterling Silver Necklace Vintage Design Dragon Pendant Silver Jewelry For Men Gift 18-28 Inch Box Chain- Italy\", \"asin\": \"B08PCQSMNN\", \"price\": \"$62.90\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Compass Pendant Necklace, Stainless Steel Compass Circle Vintage Coin Necklace Navigator Forged for Male Talisman Travel Jewelry, Inspirational Graduation Gifts Jewelry Gifts for Friends (Gifts Box)\", \"asin\": \"B0DHRCD3JV\", \"price\": \"$16.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07MCLNZ19\", \"price\": \"$29.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy\", \"asin\": \"B07SLLZ1CP\", \"price\": \"$47.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch\", \"asin\": \"B07YWKXCYS\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Mens Womens Cross Necklace Lord's Prayer Pendant, 4 Colors Available\", \"asin\": \"B079JFB6ZV\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Stainless Steel Compass Pendants Chain Necklace Punk Vintage Compass Necklace Navigator Forged for Male Jewelry Unique Birthday Jewelry\", \"asin\": \"B0DB2NZTFX\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men\", \"asin\": \"B0DHG1WNNK\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Viking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 7mm Diamond Cut Cuban Link Curb Chain Necklace for Men Women\", \"asin\": \"B07RMZC5JX\", \"price\": \"$62.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Pendant for Men Women, Genuine Black Onyx Flat Square Gemstone Unique Handcrafted Pendant for Her Him\", \"asin\": \"B0BBZY6YPH\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 9 left in stock - order soon.\"},\n{\"title\": \"Solid 925 Sterling Silver Men's Cross With Jesus Pendant - 14k Gold Plated 1-3\\\" Small Medium Or Large Crucifix - Necklace\", \"asin\": \"B07XVNNFNJ\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07FP9BJWG\", \"price\": \"$36.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Vintage Ancient Greek Warrior Spartan Necklace for Men Boy Vintage Ancient Amulet Pendant Jewelry Gift\", \"asin\": \"B0BJ6FJP67\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches\", \"asin\": \"B09KPNG3BS\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Waterproof Braided Leather Necklace Wax Rope Chain, Customize Available, 2/3mm Width, With Snap Clasp, 16\\u201d18\\\" 20\\\" 22\\\" 24\\\" 26\\\" 28\\\" 30\\\"-Send Gift Box\", \"asin\": \"B09DPQ1MBV\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid S925 Sterling Silver Cross Necklace for Men Women | 2mm Durable Sterling Silver Cuban Link Curb Chain Cross Pendant Necklace | Crucifix Cross Pendant Necklace Jewelry 16-24 Inches\", \"asin\": \"B08TBC78HG\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"4Pcs Cross Necklace for Men,Silver Black Layered Necklace for Men Stainless Steel Cross Chain Pendant Jewelry Box Gifts 18-24 Inches\", \"asin\": \"B0DRCMCXG8\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B09TGK39LK\", \"price\": \"$11.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2 Pcs Cross Necklace for Men,Stainless Steel Pendant Silver Black Crosses Chain Jewelry Gifts Box 16-30 inches\", \"asin\": \"B0CDS126KN\", \"price\": \"$12.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens S925 Sterling Silver Large Cross Christian Faith Pendant Necklace 24 Inches Silver Chain Jewelry\", \"asin\": \"B075882TJQ\", \"price\": \"$25.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain\", \"asin\": \"B00XN81MR6\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Moissanite Cross Necklace for Men,S925 D Color Simulated Diamond Crucifix Pendant,Sterling Silver Iceout Diamond Pendant Jewelry for Hiphop Men Rapper\", \"asin\": \"B0DGLTNY3N\", \"price\": \"$93.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Box Chain Lobster Clasp 2/3/4/5mm Necklace for Women Mens Box Chain Silver/18K Gold Necklace Chain Diamond Cut 16-30 Inches\", \"asin\": \"B0BPH1H8R2\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Rope Chain Lobster Clasp 2.5mm Silver Chain for Men Women Silver Necklace Chain 16-30 Inches\", \"asin\": \"B09WHYFB7F\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Crucifix Cross Pendant with Chain Baptism Christian Jewelry Stainless Steel/18K Gold Antique Jesus Necklace, Gift Packed,Length 22\\\"\", \"asin\": \"B07GZP99C6\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men - Stainless Steel Silver Gold Black Plain Cross Pendant Necklace Simple Jewelry Gifts, 16-24 Inches Chain\", \"asin\": \"B07VKRYLNQ\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men and Women 24\\\" Stainless Steel 3.8MM Figaro Chain Necklace Crucifix Cross Pendant (Silver Color)\", \"asin\": \"B07GRDJDZS\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 2mm Franco Square Box Link Chain Necklace for Men Women Made in Italy\", \"asin\": \"B092C623KC\", \"price\": \"$35.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches\", \"asin\": \"B0CDPJLMPW\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Cross Necklace for 14K Gold Filled Stainless Steel Small Cross Pendant with Cuban Chain Necklace Simple Faith Jewelry Christmas Gift for Men Women 16-24 Inches\", \"asin\": \"B0CQ8QKHRZ\", \"price\": \"$13.79\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cross Necklace for Men - Real 925K Sterling Silver Pendant, Timeless Symbol of Faith, Oxidized Silver Crucifix Necklaces\", \"asin\": \"B0DK7DW7X9\", \"price\": \"$49.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 12mm (1/2 Inch) Diamond-Cut Cuban Link Curb Chain Necklace For Men Made in Italy\", \"asin\": \"B07R2C8Z3M\", \"price\": \"$139.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy\", \"asin\": \"B08XY42T6Y\", \"price\": \"$27.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2/3 Pcs Cross Necklace for Men, Silver Black Gold Cross Chain Necklace, Stainless Steel Cross Pendant Jewelry Gifts for Men 16-30 Inches\", \"asin\": \"B0CM9QRZVC\", \"price\": \"$13.43\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Medium Fish Hook Silver Pendant \\u2013 Premium Sterling Silver Jewelry Hooks \\u2013 Superb Realistic Design \\u2013 Modern and Unique \\u2013 Ideal Present Choice for Men and Women\", \"asin\": \"B004ZB9470\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"Cross Eternal Ring Pendant Necklace Stainless Steel Pendant Necklace for Men Women Best Friend Necklaces\", \"asin\": \"B0BS1NN1V3\", \"price\": \"$21.88\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tungsten Carbide Bar Pendant Necklace for Men Women Stainless Steel Snake Chain\", \"asin\": \"B0C59528ZG\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B081YNG47J\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 18k Gold Over 925 Sterling Silver Chain Necklace for Men Women, 3.5mm, 5mm Diamond Cut Cuban Link Chain, Sturdy & Shiny & Not Easy to Fade & Comfortable 16 18 20 22 24 26 Inch\", \"asin\": \"B0CYLKB2SV\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain\", \"asin\": \"B07QRP49J2\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 9mm Diamond-Cut Figaro Link Chain Necklace For Men, Made in Italy\", \"asin\": \"B0C3R4KM1Y\", \"price\": \"$99.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"KRKC&CO Moissanite Diamond Cross Pendant For Men, S925 Sterling Silver, D Color, 1.1Carat, with 2mm 20\\\" Rope Chain, Brilliant Excellent Cut Iced Out, 14K Gold, For Him\", \"asin\": \"B0BLRV47NK\", \"price\": \"$85.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B087ZYKS46\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 4mm Diamond-Cut Solid Flat Mariner Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07RLQDB81\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Necklace 925 Sterling Silver Letter Pendant Personalized 26 Alphabet Necklace for Women Men A-Z\", \"asin\": \"B0797RFX8M\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:14:32.224Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:14:32.224Z
input
Pendant for men, silver, solid color
rule
train
95
2025-04-08T00:14:32.224Z
input
Pendant for men, silver, solid color
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": 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Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men - Stainless Steel Silver Gold Black Plain Cross Pendant Necklace Simple Jewelry Gifts, 16-24 Inches Chain", "asin": "B07VKRYLNQ", "price": "$13.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men and Women 24\" Stainless Steel 3.8MM Figaro Chain Necklace Crucifix Cross Pendant (Silver Color)", "asin": "B07GRDJDZS", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian Solid 925 Sterling Silver 2mm Franco Square Box Link Chain Necklace for Men Women Made in Italy", "asin": "B092C623KC", "price": "$35.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches", "asin": "B0CDPJLMPW", "price": "$15.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Cross Necklace for 14K Gold Filled Stainless Steel Small Cross Pendant with Cuban Chain Necklace Simple Faith Jewelry Christmas Gift for Men Women 16-24 Inches", "asin": "B0CQ8QKHRZ", "price": "$13.79", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Cross Necklace for Men - Real 925K Sterling Silver Pendant, Timeless Symbol of Faith, Oxidized Silver Crucifix Necklaces", "asin": "B0DK7DW7X9", "price": "$49.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian Solid 925 Sterling Silver 12mm (1/2 Inch) Diamond-Cut Cuban Link Curb Chain Necklace For Men Made in Italy", "asin": "B07R2C8Z3M", "price": "$139.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy", "asin": "B08XY42T6Y", "price": "$27.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "2/3 Pcs Cross Necklace for Men, Silver Black Gold Cross Chain Necklace, Stainless Steel Cross Pendant Jewelry Gifts for Men 16-30 Inches", "asin": "B0CM9QRZVC", "price": "$13.43", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Medium Fish Hook Silver Pendant \u2013 Premium Sterling Silver Jewelry Hooks \u2013 Superb Realistic Design \u2013 Modern and Unique \u2013 Ideal Present Choice for Men and Women", "asin": "B004ZB9470", "price": "$37.99", "delivery": "FREE delivery Apr 19 - 23 for Prime members"}, {"title": "Cross Eternal Ring Pendant Necklace Stainless Steel Pendant Necklace for Men Women Best Friend Necklaces", "asin": "B0BS1NN1V3", "price": "$21.88", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Tungsten Carbide Bar Pendant Necklace for Men Women Stainless Steel Snake Chain", "asin": "B0C59528ZG", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\"-26\"", "asin": "B081YNG47J", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian Solid 18k Gold Over 925 Sterling Silver Chain Necklace for Men Women, 3.5mm, 5mm Diamond Cut Cuban Link Chain, Sturdy & Shiny & Not Easy to Fade & Comfortable 16 18 20 22 24 26 Inch", "asin": "B0CYLKB2SV", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain", "asin": "B07QRP49J2", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Solid 925 Sterling Silver Italian 9mm Diamond-Cut Figaro Link Chain Necklace For Men, Made in Italy", "asin": "B0C3R4KM1Y", "price": "$99.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "KRKC&CO Moissanite Diamond Cross Pendant For Men, S925 Sterling Silver, D Color, 1.1Carat, with 2mm 20\" Rope Chain, Brilliant Excellent Cut Iced Out, 14K Gold, For Him", "asin": "B0BLRV47NK", "price": "$85.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry", "asin": "B087ZYKS46", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian Solid 925 Sterling Silver 4mm Diamond-Cut Solid Flat Mariner Link Chain Necklace for Women Men, Made in Italy", "asin": "B07RLQDB81", "price": "$37.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial Necklace 925 Sterling Silver Letter Pendant Personalized 26 Alphabet Necklace for Women Men A-Z", "asin": "B0797RFX8M", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T00:14:32.224Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:14:32.224Z\",\"action\": \"input\",\"acion_argument\": \"Pendant for men, silver, solid color\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T00:14:32.224Z\",\"action\": \"input\",\"acion_argument\": \"Pendant for men, silver, solid color\",}</answer>", "index": 95, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"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\": \"Pendant for men, silver, solid color\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"murtoo\\nCompass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D4QLQ7ZL\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Forge & Foundry\\nMen's Minimalist Stainless Steel and Solid Onyx Inlay Pendant | 21 Inch Rolo Chain | Design-Led Artisan Jewelry, from London\", \"asin\": \"B0D1VRRBKL\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"LeCalla\\nSolid Italian 925 Sterling Silver Antique Lord Hanuman Ganesh/Ganapati Pendant Chain Necklace for Men Women\", \"asin\": \"B08MF7WDRZ\", \"price\": \"$24.91\", \"quantity\": \"\"},\n{\"title\": \"PROSTEEL\\n925 Sterling Silver Russian Orthodox Cross Necklace For Men Women, 18inch-20inch Adjustable, Come with Box\", \"asin\": \"B08P7H7SGX\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"U7\\nStainless Steel Shark Necklaces,18K Gold Plated Dolphin/Swordfish/Shark Pendant Necklace,Punk Mens Jewelry\", \"asin\": \"B074SFY4KG\", \"price\": \"$13.91\", \"quantity\": \"\"},\n{\"title\": \"Generic\\nViking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"quantity\": \"\"},\n{\"title\": \"LeCalla\\nSolid Italian 925 Sterling Silver Antique Lord Hanuman Ganesh/Ganapati Pendant Chain Necklace for Men Women\", \"asin\": \"B08MF7WDRZ\", \"price\": \"$24.91\", \"quantity\": \"\"},\n{\"title\": \"ZENLUNANO\\nCrucifix Cross Necklace for Men and Women with 18K Gold Plated Exquisite Jesus Pendant and Double Adjustable Necklace Chains 16-30 Inch\", \"asin\": \"B0D4792WHH\", \"price\": \"$14.27\", \"quantity\": \"\"},\n{\"title\": \"ChainsPro\\nMen Chunky Miami Cuban Chain Necklace, Custom Available, 4.8/6/10/14mm Width, 18/20/22/24/26/28/30inch Length, Gold Plated/Stainless Steel/Black, Send Gift Box\", \"asin\": \"B07JY9V7TG\", \"price\": \"$18.89\", \"quantity\": \"\"},\n{\"title\": \"LeCalla\\nSolid 925 Sterling Silver Italian 3 MM, 4 MM Diamond-Cut Solid Flat Mariner Link Chain Necklace for Women Men with Lobster Clasp, Made in Italy (16, 18, 20, 22, 24 Inches)\", \"asin\": \"B08KHFWDRW\", \"price\": \"$36.89\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"CaptainSteeL Cross Necklace for Men - Stainless Steel Silver/Gold Plain Cross Pendant Necklace Simple Jewelry Gifts, 24 Inches 3:1 Figaro Link Chain 4/5/6mm Width\", \"asin\": \"B08DTRZQCW\"}],\n\"search_results\": [{\"title\": \"Compass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D3X6PCR1\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"Men's Compass Pendant Necklace, Circle Vintage Coin Stainless Steel Compass Necklace Navigator Forged for Male Talisman Travel Jewelry, Inspirational Graduation Gifts (Gifts Box)\", \"asin\": \"B0DHRF4F64\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Stainless Steel Eagle and Anchor Pendant Necklace, Nautical Symbolic Jewelry, Vintage Maritime\", \"asin\": \"B0DS1S5FNS\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Plain Russian Orthodox Cross Pendant Necklace - Choice of Pendant Only or Chain Length\", \"asin\": \"B0BXM6PVD6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Minimalist Stainless Steel and Solid Onyx Inlay Pendant | 21 Inch Rolo Chain | Design-Led Artisan Jewelry, from London\", \"asin\": \"B0D1VRRBKL\", \"price\": \"$44.95\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Cross Necklace for Men Silver Premium Alloy Solid Color Cross Pendant Necklace for Men Women Teens\", \"asin\": \"B0BPBM93FK\", \"price\": \"$4.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian 925 Sterling Silver Solid 2mm Round Box Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B0BSXJY659\", \"price\": \"$36.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 18K Gold Over 925 Sterling Silver Chain Necklace for Women, 1.35mm Rope Chain Italian Necklace Chain for Women Men Super Shiny & Durable Women's Chain Necklaces 18 20 22 24 Inch\", \"asin\": \"B07WNVP22M\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace, Stainless Steel Compass Circle Vintage Coin Necklace Navigator Forged for Male Talisman Travel Jewelry\", \"asin\": \"B0CCHMKW6K\", \"price\": \"$12.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Coin Necklace Men's Stainless Steel Necklace Pendant Retro Ecclesiastes Bible Verse Round Medal Necklace Jewelry Gift\", \"asin\": \"B0D99RW43F\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men 100% 925 Sterling Silver Necklace Vintage Design Dragon Pendant Silver Jewelry For Men Gift 18-28 Inch Box Chain- Italy\", \"asin\": \"B08PCQSMNN\", \"price\": \"$62.90\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Compass Pendant Necklace, Stainless Steel Compass Circle Vintage Coin Necklace Navigator Forged for Male Talisman Travel Jewelry, Inspirational Graduation Gifts Jewelry Gifts for Friends (Gifts Box)\", \"asin\": \"B0DHRCD3JV\", \"price\": \"$16.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07MCLNZ19\", \"price\": \"$29.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy\", \"asin\": \"B07SLLZ1CP\", \"price\": \"$47.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch\", \"asin\": \"B07YWKXCYS\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Mens Womens Cross Necklace Lord's Prayer Pendant, 4 Colors Available\", \"asin\": \"B079JFB6ZV\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Stainless Steel Compass Pendants Chain Necklace Punk Vintage Compass Necklace Navigator Forged for Male Jewelry Unique Birthday Jewelry\", \"asin\": \"B0DB2NZTFX\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men\", \"asin\": \"B0DHG1WNNK\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Viking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 7mm Diamond Cut Cuban Link Curb Chain Necklace for Men Women\", \"asin\": \"B07RMZC5JX\", \"price\": \"$62.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Pendant for Men Women, Genuine Black Onyx Flat Square Gemstone Unique Handcrafted Pendant for Her Him\", \"asin\": \"B0BBZY6YPH\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 9 left in stock - order soon.\"},\n{\"title\": \"Solid 925 Sterling Silver Men's Cross With Jesus Pendant - 14k Gold Plated 1-3\\\" Small Medium Or Large Crucifix - Necklace\", \"asin\": \"B07XVNNFNJ\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07FP9BJWG\", \"price\": \"$36.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Vintage Ancient Greek Warrior Spartan Necklace for Men Boy Vintage Ancient Amulet Pendant Jewelry Gift\", \"asin\": \"B0BJ6FJP67\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches\", \"asin\": \"B09KPNG3BS\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Waterproof Braided Leather Necklace Wax Rope Chain, Customize Available, 2/3mm Width, With Snap Clasp, 16\\u201d18\\\" 20\\\" 22\\\" 24\\\" 26\\\" 28\\\" 30\\\"-Send Gift Box\", \"asin\": \"B09DPQ1MBV\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid S925 Sterling Silver Cross Necklace for Men Women | 2mm Durable Sterling Silver Cuban Link Curb Chain Cross Pendant Necklace | Crucifix Cross Pendant Necklace Jewelry 16-24 Inches\", \"asin\": \"B08TBC78HG\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"4Pcs Cross Necklace for Men,Silver Black Layered Necklace for Men Stainless Steel Cross Chain Pendant Jewelry Box Gifts 18-24 Inches\", \"asin\": \"B0DRCMCXG8\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B09TGK39LK\", \"price\": \"$11.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2 Pcs Cross Necklace for Men,Stainless Steel Pendant Silver Black Crosses Chain Jewelry Gifts Box 16-30 inches\", \"asin\": \"B0CDS126KN\", \"price\": \"$12.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens S925 Sterling Silver Large Cross Christian Faith Pendant Necklace 24 Inches Silver Chain Jewelry\", \"asin\": \"B075882TJQ\", \"price\": \"$25.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain\", \"asin\": \"B00XN81MR6\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Moissanite Cross Necklace for Men,S925 D Color Simulated Diamond Crucifix Pendant,Sterling Silver Iceout Diamond Pendant Jewelry for Hiphop Men Rapper\", \"asin\": \"B0DGLTNY3N\", \"price\": \"$93.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Box Chain Lobster Clasp 2/3/4/5mm Necklace for Women Mens Box Chain Silver/18K Gold Necklace Chain Diamond Cut 16-30 Inches\", \"asin\": \"B0BPH1H8R2\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Rope Chain Lobster Clasp 2.5mm Silver Chain for Men Women Silver Necklace Chain 16-30 Inches\", \"asin\": \"B09WHYFB7F\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Crucifix Cross Pendant with Chain Baptism Christian Jewelry Stainless Steel/18K Gold Antique Jesus Necklace, Gift Packed,Length 22\\\"\", \"asin\": \"B07GZP99C6\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men - Stainless Steel Silver Gold Black Plain Cross Pendant Necklace Simple Jewelry Gifts, 16-24 Inches Chain\", \"asin\": \"B07VKRYLNQ\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men and Women 24\\\" Stainless Steel 3.8MM Figaro Chain Necklace Crucifix Cross Pendant (Silver Color)\", \"asin\": \"B07GRDJDZS\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 2mm Franco Square Box Link Chain Necklace for Men Women Made in Italy\", \"asin\": \"B092C623KC\", \"price\": \"$35.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches\", \"asin\": \"B0CDPJLMPW\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Cross Necklace for 14K Gold Filled Stainless Steel Small Cross Pendant with Cuban Chain Necklace Simple Faith Jewelry Christmas Gift for Men Women 16-24 Inches\", \"asin\": \"B0CQ8QKHRZ\", \"price\": \"$13.79\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cross Necklace for Men - Real 925K Sterling Silver Pendant, Timeless Symbol of Faith, Oxidized Silver Crucifix Necklaces\", \"asin\": \"B0DK7DW7X9\", \"price\": \"$49.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 12mm (1/2 Inch) Diamond-Cut Cuban Link Curb Chain Necklace For Men Made in Italy\", \"asin\": \"B07R2C8Z3M\", \"price\": \"$139.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy\", \"asin\": \"B08XY42T6Y\", \"price\": \"$27.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2/3 Pcs Cross Necklace for Men, Silver Black Gold Cross Chain Necklace, Stainless Steel Cross Pendant Jewelry Gifts for Men 16-30 Inches\", \"asin\": \"B0CM9QRZVC\", \"price\": \"$13.43\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Medium Fish Hook Silver Pendant \\u2013 Premium Sterling Silver Jewelry Hooks \\u2013 Superb Realistic Design \\u2013 Modern and Unique \\u2013 Ideal Present Choice for Men and Women\", \"asin\": \"B004ZB9470\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"Cross Eternal Ring Pendant Necklace Stainless Steel Pendant Necklace for Men Women Best Friend Necklaces\", \"asin\": \"B0BS1NN1V3\", \"price\": \"$21.88\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tungsten Carbide Bar Pendant Necklace for Men Women Stainless Steel Snake Chain\", \"asin\": \"B0C59528ZG\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B081YNG47J\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 18k Gold Over 925 Sterling Silver Chain Necklace for Men Women, 3.5mm, 5mm Diamond Cut Cuban Link Chain, Sturdy & Shiny & Not Easy to Fade & Comfortable 16 18 20 22 24 26 Inch\", \"asin\": \"B0CYLKB2SV\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain\", \"asin\": \"B07QRP49J2\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 9mm Diamond-Cut Figaro Link Chain Necklace For Men, Made in Italy\", \"asin\": \"B0C3R4KM1Y\", \"price\": \"$99.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"KRKC&CO Moissanite Diamond Cross Pendant For Men, S925 Sterling Silver, D Color, 1.1Carat, with 2mm 20\\\" Rope Chain, Brilliant Excellent Cut Iced Out, 14K Gold, For Him\", \"asin\": \"B0BLRV47NK\", \"price\": \"$85.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B087ZYKS46\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 4mm Diamond-Cut Solid Flat Mariner Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07RLQDB81\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Necklace 925 Sterling Silver Letter Pendant Personalized 26 Alphabet Necklace for Women Men A-Z\", \"asin\": \"B0797RFX8M\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:14:32.224Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n<|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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members\"},\n{\"title\": \"Cross Eternal Ring Pendant Necklace Stainless Steel Pendant Necklace for Men Women Best Friend Necklaces\", \"asin\": \"B0BS1NN1V3\", \"price\": \"$21.88\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tungsten Carbide Bar Pendant Necklace for Men Women Stainless Steel Snake Chain\", \"asin\": \"B0C59528ZG\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B081YNG47J\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 18k Gold Over 925 Sterling Silver Chain Necklace for Men Women, 3.5mm, 5mm Diamond Cut Cuban Link Chain, Sturdy & Shiny & Not Easy to Fade & Comfortable 16 18 20 22 24 26 Inch\", \"asin\": \"B0CYLKB2SV\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain\", \"asin\": \"B07QRP49J2\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 9mm Diamond-Cut Figaro Link Chain Necklace For Men, Made in Italy\", \"asin\": \"B0C3R4KM1Y\", \"price\": \"$99.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"KRKC&CO Moissanite Diamond Cross Pendant For Men, S925 Sterling Silver, D Color, 1.1Carat, with 2mm 20\\\" Rope Chain, Brilliant Excellent Cut Iced Out, 14K Gold, For Him\", \"asin\": \"B0BLRV47NK\", \"price\": \"$85.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B087ZYKS46\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 4mm Diamond-Cut Solid Flat Mariner Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07RLQDB81\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Necklace 925 Sterling Silver Letter Pendant Personalized 26 Alphabet Necklace for Women Men A-Z\", \"asin\": \"B0797RFX8M\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:14:36.790Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:14:36.790Z
input
Pendant for men, silver, plain
rule
train
96
2025-04-08T00:14:36.790Z
input
Pendant for men, silver, plain
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "Pendant for men, silver, solid color"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "murtoo\nCompass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal", "asin": "B0D4QLQ7ZL", "price": "$20.99", "quantity": ""}, {"title": "Forge & Foundry\nMen's Minimalist Stainless Steel and Solid Onyx Inlay Pendant | 21 Inch Rolo Chain | Design-Led Artisan Jewelry, from London", "asin": "B0D1VRRBKL", "price": "$44.95", "quantity": ""}, {"title": "LeCalla\nSolid Italian 925 Sterling Silver Antique Lord Hanuman Ganesh/Ganapati Pendant Chain Necklace for Men Women", "asin": "B08MF7WDRZ", "price": "$24.91", "quantity": ""}, {"title": "PROSTEEL\n925 Sterling Silver Russian Orthodox Cross Necklace For Men Women, 18inch-20inch Adjustable, Come with Box", "asin": "B08P7H7SGX", "price": "$27.99", "quantity": ""}, {"title": "U7\nStainless Steel Shark Necklaces,18K Gold Plated Dolphin/Swordfish/Shark Pendant Necklace,Punk Mens Jewelry", "asin": "B074SFY4KG", "price": "$13.91", "quantity": ""}, {"title": "Generic\nViking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary", "asin": "B0DK579CF4", "price": "$43.19", "quantity": ""}, {"title": "LeCalla\nSolid Italian 925 Sterling Silver Antique Lord Hanuman Ganesh/Ganapati Pendant Chain Necklace for Men Women", "asin": "B08MF7WDRZ", "price": "$24.91", "quantity": ""}, {"title": "ZENLUNANO\nCrucifix Cross Necklace for Men and Women with 18K Gold Plated Exquisite Jesus Pendant and Double Adjustable Necklace Chains 16-30 Inch", "asin": "B0D4792WHH", "price": "$14.27", "quantity": ""}, {"title": "ChainsPro\nMen Chunky Miami Cuban Chain Necklace, Custom Available, 4.8/6/10/14mm Width, 18/20/22/24/26/28/30inch Length, Gold Plated/Stainless Steel/Black, Send Gift Box", "asin": "B07JY9V7TG", "price": "$18.89", "quantity": ""}, {"title": "LeCalla\nSolid 925 Sterling Silver Italian 3 MM, 4 MM Diamond-Cut Solid Flat Mariner Link Chain Necklace for Women Men with Lobster Clasp, Made in Italy (16, 18, 20, 22, 24 Inches)", "asin": "B08KHFWDRW", "price": "$36.89", "quantity": ""}], "ads": [{"title": "CaptainSteeL Cross Necklace for Men - Stainless Steel Silver/Gold Plain Cross Pendant Necklace Simple Jewelry Gifts, 24 Inches 3:1 Figaro Link Chain 4/5/6mm Width", "asin": "B08DTRZQCW"}], "search_results": [{"title": "Compass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal", "asin": "B0D3X6PCR1", "price": "$20.99", "delivery": "FREE delivery Sun, Apr 13 for Prime members"}, {"title": "Men's Compass Pendant Necklace, Circle Vintage Coin Stainless Steel Compass Necklace Navigator Forged for Male Talisman Travel Jewelry, Inspirational Graduation Gifts (Gifts Box)", "asin": "B0DHRF4F64", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Stainless Steel Eagle and Anchor Pendant Necklace, Nautical Symbolic Jewelry, Vintage Maritime", "asin": "B0DS1S5FNS", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Solid 925 Sterling Silver Plain Russian Orthodox Cross Pendant Necklace - Choice of Pendant Only or Chain Length", "asin": "B0BXM6PVD6", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Minimalist Stainless Steel and Solid Onyx Inlay Pendant | 21 Inch Rolo Chain | Design-Led Artisan Jewelry, from London", "asin": "B0D1VRRBKL", "price": "$44.95", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Cross Necklace for Men Silver Premium Alloy Solid Color Cross Pendant Necklace for Men Women Teens", "asin": "B0BPBM93FK", "price": "$4.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains", "asin": "B0DM4TKSH1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian 925 Sterling Silver Solid 2mm Round Box Chain Necklace for Women Men, Made in Italy", "asin": "B0BSXJY659", "price": "$36.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry", "asin": "B09YNCRJ6J", "price": "$15.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Solid 18K Gold Over 925 Sterling Silver Chain Necklace for Women, 1.35mm Rope Chain Italian Necklace Chain for Women Men Super Shiny & Durable Women's Chain Necklaces 18 20 22 24 Inch", "asin": "B07WNVP22M", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Compass Pendant Necklace, Stainless Steel Compass Circle Vintage Coin Necklace Navigator Forged for Male Talisman Travel Jewelry", "asin": "B0CCHMKW6K", "price": "$12.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Coin Necklace Men's Stainless Steel Necklace Pendant Retro Ecclesiastes Bible Verse Round Medal Necklace Jewelry Gift", "asin": "B0D99RW43F", "price": "$12.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men 100% 925 Sterling Silver Necklace Vintage Design Dragon Pendant Silver Jewelry For Men Gift 18-28 Inch Box Chain- Italy", "asin": "B08PCQSMNN", "price": "$62.90", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Compass Pendant Necklace, Stainless Steel Compass Circle Vintage Coin Necklace Navigator Forged for Male Talisman Travel Jewelry, Inspirational Graduation Gifts Jewelry Gifts for Friends (Gifts Box)", "asin": "B0DHRCD3JV", "price": "$16.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy", "asin": "B07MCLNZ19", "price": "$29.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy", "asin": "B07SLLZ1CP", "price": "$47.90", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch", "asin": "B07YWKXCYS", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel Mens Womens Cross Necklace Lord's Prayer Pendant, 4 Colors Available", "asin": "B079JFB6ZV", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Compass Necklace for Men Stainless Steel Compass Pendants Chain Necklace Punk Vintage Compass Necklace Navigator Forged for Male Jewelry Unique Birthday Jewelry", "asin": "B0DB2NZTFX", "price": "$6.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry", "asin": "B09YNCRJ6J", "price": "$15.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men", "asin": "B0DHG1WNNK", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Viking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary", "asin": "B0DK579CF4", "price": "$43.19", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Solid 925 Sterling Silver Italian 7mm Diamond Cut Cuban Link Curb Chain Necklace for Men Women", "asin": "B07RMZC5JX", "price": "$62.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Solid 925 Sterling Silver Pendant for Men Women, Genuine Black Onyx Flat Square Gemstone Unique Handcrafted Pendant for Her Him", "asin": "B0BBZY6YPH", "price": "$29.99", "delivery": "FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 9 left in stock - order soon."}, {"title": "Solid 925 Sterling Silver Men's Cross With Jesus Pendant - 14k Gold Plated 1-3\" Small Medium Or Large Crucifix - Necklace", "asin": "B07XVNNFNJ", "price": "$31.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Solid 925 Sterling Silver Italian 5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy", "asin": "B07FP9BJWG", "price": "$36.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Vintage Ancient Greek Warrior Spartan Necklace for Men Boy Vintage Ancient Amulet Pendant Jewelry Gift", "asin": "B0BJ6FJP67", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches", "asin": "B09KPNG3BS", "price": "$29.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men Waterproof Braided Leather Necklace Wax Rope Chain, Customize Available, 2/3mm Width, With Snap Clasp, 16\u201d18\" 20\" 22\" 24\" 26\" 28\" 30\"-Send Gift Box", "asin": "B09DPQ1MBV", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Solid S925 Sterling Silver Cross Necklace for Men Women | 2mm Durable Sterling Silver Cuban Link Curb Chain Cross Pendant Necklace | Crucifix Cross Pendant Necklace Jewelry 16-24 Inches", "asin": "B08TBC78HG", "price": "$42.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "4Pcs Cross Necklace for Men,Silver Black Layered Necklace for Men Stainless Steel Cross Chain Pendant Jewelry Box Gifts 18-24 Inches", "asin": "B0DRCMCXG8", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry", "asin": "B09TGK39LK", "price": "$11.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "2 Pcs Cross Necklace for Men,Stainless Steel Pendant Silver Black Crosses Chain Jewelry Gifts Box 16-30 inches", "asin": "B0CDS126KN", "price": "$12.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens S925 Sterling Silver Large Cross Christian Faith Pendant Necklace 24 Inches Silver Chain Jewelry", "asin": "B075882TJQ", "price": "$25.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\" Long Choose Your Color (Fit Upto 6mm Link Chain)", "asin": "B00JV6MB0Q", "price": "$22.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain", "asin": "B00XN81MR6", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Moissanite Cross Necklace for Men,S925 D Color Simulated Diamond Crucifix Pendant,Sterling Silver Iceout Diamond Pendant Jewelry for Hiphop Men Rapper", "asin": "B0DGLTNY3N", "price": "$93.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy", "asin": "B07QGKQC65", "price": "$37.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Box Chain Lobster Clasp 2/3/4/5mm Necklace for Women Mens Box Chain Silver/18K Gold Necklace Chain Diamond Cut 16-30 Inches", "asin": "B0BPH1H8R2", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "925 Sterling Silver Rope Chain Lobster Clasp 2.5mm Silver Chain for Men Women Silver Necklace Chain 16-30 Inches", "asin": "B09WHYFB7F", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men Crucifix Cross Pendant with Chain Baptism Christian Jewelry Stainless Steel/18K Gold Antique Jesus Necklace, Gift Packed,Length 22\"", "asin": "B07GZP99C6", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men - Stainless Steel Silver Gold Black Plain Cross Pendant Necklace Simple Jewelry Gifts, 16-24 Inches Chain", "asin": "B07VKRYLNQ", "price": "$13.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men and Women 24\" Stainless Steel 3.8MM Figaro Chain Necklace Crucifix Cross Pendant (Silver Color)", "asin": "B07GRDJDZS", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian Solid 925 Sterling Silver 2mm Franco Square Box Link Chain Necklace for Men Women Made in Italy", "asin": "B092C623KC", "price": "$35.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches", "asin": "B0CDPJLMPW", "price": "$15.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Cross Necklace for 14K Gold Filled Stainless Steel Small Cross Pendant with Cuban Chain Necklace Simple Faith Jewelry Christmas Gift for Men Women 16-24 Inches", "asin": "B0CQ8QKHRZ", "price": "$13.79", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Cross Necklace for Men - Real 925K Sterling Silver Pendant, Timeless Symbol of Faith, Oxidized Silver Crucifix Necklaces", "asin": "B0DK7DW7X9", "price": "$49.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian Solid 925 Sterling Silver 12mm (1/2 Inch) Diamond-Cut Cuban Link Curb Chain Necklace For Men Made in Italy", "asin": "B07R2C8Z3M", "price": "$139.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy", "asin": "B08XY42T6Y", "price": "$27.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "2/3 Pcs Cross Necklace for Men, Silver Black Gold Cross Chain Necklace, Stainless Steel Cross Pendant Jewelry Gifts for Men 16-30 Inches", "asin": "B0CM9QRZVC", "price": "$13.43", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Medium Fish Hook Silver Pendant \u2013 Premium Sterling Silver Jewelry Hooks \u2013 Superb Realistic Design \u2013 Modern and Unique \u2013 Ideal Present Choice for Men and Women", "asin": "B004ZB9470", "price": "$37.99", "delivery": "FREE delivery Apr 19 - 23 for Prime members"}, {"title": "Cross Eternal Ring Pendant Necklace Stainless Steel Pendant Necklace for Men Women Best Friend Necklaces", "asin": "B0BS1NN1V3", "price": "$21.88", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Tungsten Carbide Bar Pendant Necklace for Men Women Stainless Steel Snake Chain", "asin": "B0C59528ZG", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\"-26\"", "asin": "B081YNG47J", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian Solid 18k Gold Over 925 Sterling Silver Chain Necklace for Men Women, 3.5mm, 5mm Diamond Cut Cuban Link Chain, Sturdy & Shiny & Not Easy to Fade & Comfortable 16 18 20 22 24 26 Inch", "asin": "B0CYLKB2SV", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain", "asin": "B07QRP49J2", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Solid 925 Sterling Silver Italian 9mm Diamond-Cut Figaro Link Chain Necklace For Men, Made in Italy", "asin": "B0C3R4KM1Y", "price": "$99.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "KRKC&CO Moissanite Diamond Cross Pendant For Men, S925 Sterling Silver, D Color, 1.1Carat, with 2mm 20\" Rope Chain, Brilliant Excellent Cut Iced Out, 14K Gold, For Him", "asin": "B0BLRV47NK", "price": "$85.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry", "asin": "B087ZYKS46", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian Solid 925 Sterling Silver 4mm Diamond-Cut Solid Flat Mariner Link Chain Necklace for Women Men, Made in Italy", "asin": "B07RLQDB81", "price": "$37.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial Necklace 925 Sterling Silver Letter Pendant Personalized 26 Alphabet Necklace for Women Men A-Z", "asin": "B0797RFX8M", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T00:14:36.790Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:14:36.790Z\",\"action\": \"input\",\"acion_argument\": \"Pendant for men, silver, plain\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T00:14:36.790Z\",\"action\": \"input\",\"acion_argument\": \"Pendant for men, silver, plain\",}</answer>", "index": 96, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Pendant for men, silver, solid color\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"murtoo\\nCompass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D4QLQ7ZL\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Forge & Foundry\\nMen's Minimalist Stainless Steel and Solid Onyx Inlay Pendant | 21 Inch Rolo Chain | Design-Led Artisan Jewelry, from London\", \"asin\": \"B0D1VRRBKL\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"LeCalla\\nSolid Italian 925 Sterling Silver Antique Lord Hanuman Ganesh/Ganapati Pendant Chain Necklace for Men Women\", \"asin\": \"B08MF7WDRZ\", \"price\": \"$24.91\", \"quantity\": \"\"},\n{\"title\": \"PROSTEEL\\n925 Sterling Silver Russian Orthodox Cross Necklace For Men Women, 18inch-20inch Adjustable, Come with Box\", \"asin\": \"B08P7H7SGX\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"U7\\nStainless Steel Shark Necklaces,18K Gold Plated Dolphin/Swordfish/Shark Pendant Necklace,Punk Mens Jewelry\", \"asin\": \"B074SFY4KG\", \"price\": \"$13.91\", \"quantity\": \"\"},\n{\"title\": \"Generic\\nViking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"quantity\": \"\"},\n{\"title\": \"LeCalla\\nSolid Italian 925 Sterling Silver Antique Lord Hanuman Ganesh/Ganapati Pendant Chain Necklace for Men Women\", \"asin\": \"B08MF7WDRZ\", \"price\": \"$24.91\", \"quantity\": \"\"},\n{\"title\": \"ZENLUNANO\\nCrucifix Cross Necklace for Men and Women with 18K Gold Plated Exquisite Jesus Pendant and Double Adjustable Necklace Chains 16-30 Inch\", \"asin\": \"B0D4792WHH\", \"price\": \"$14.27\", \"quantity\": \"\"},\n{\"title\": \"ChainsPro\\nMen Chunky Miami Cuban Chain Necklace, Custom Available, 4.8/6/10/14mm Width, 18/20/22/24/26/28/30inch Length, Gold Plated/Stainless Steel/Black, Send Gift Box\", \"asin\": \"B07JY9V7TG\", \"price\": \"$18.89\", \"quantity\": \"\"},\n{\"title\": \"LeCalla\\nSolid 925 Sterling Silver Italian 3 MM, 4 MM Diamond-Cut Solid Flat Mariner Link Chain Necklace for Women Men with Lobster Clasp, Made in Italy (16, 18, 20, 22, 24 Inches)\", \"asin\": \"B08KHFWDRW\", \"price\": \"$36.89\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"CaptainSteeL Cross Necklace for Men - Stainless Steel Silver/Gold Plain Cross Pendant Necklace Simple Jewelry Gifts, 24 Inches 3:1 Figaro Link Chain 4/5/6mm Width\", \"asin\": \"B08DTRZQCW\"}],\n\"search_results\": [{\"title\": \"Compass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D3X6PCR1\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"Men's Compass Pendant Necklace, Circle Vintage Coin Stainless Steel Compass Necklace Navigator Forged for Male Talisman Travel Jewelry, Inspirational Graduation Gifts (Gifts Box)\", \"asin\": \"B0DHRF4F64\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Stainless Steel Eagle and Anchor Pendant Necklace, Nautical Symbolic Jewelry, Vintage Maritime\", \"asin\": \"B0DS1S5FNS\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Plain Russian Orthodox Cross Pendant Necklace - Choice of Pendant Only or Chain Length\", \"asin\": \"B0BXM6PVD6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Minimalist Stainless Steel and Solid Onyx Inlay Pendant | 21 Inch Rolo Chain | Design-Led Artisan Jewelry, from London\", \"asin\": \"B0D1VRRBKL\", \"price\": \"$44.95\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Cross Necklace for Men Silver Premium Alloy Solid Color Cross Pendant Necklace for Men Women Teens\", \"asin\": \"B0BPBM93FK\", \"price\": \"$4.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian 925 Sterling Silver Solid 2mm Round Box Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B0BSXJY659\", \"price\": \"$36.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 18K Gold Over 925 Sterling Silver Chain Necklace for Women, 1.35mm Rope Chain Italian Necklace Chain for Women Men Super Shiny & Durable Women's Chain Necklaces 18 20 22 24 Inch\", \"asin\": \"B07WNVP22M\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace, Stainless Steel Compass Circle Vintage Coin Necklace Navigator Forged for Male Talisman Travel Jewelry\", \"asin\": \"B0CCHMKW6K\", \"price\": \"$12.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Coin Necklace Men's Stainless Steel Necklace Pendant Retro Ecclesiastes Bible Verse Round Medal Necklace Jewelry Gift\", \"asin\": \"B0D99RW43F\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men 100% 925 Sterling Silver Necklace Vintage Design Dragon Pendant Silver Jewelry For Men Gift 18-28 Inch Box Chain- Italy\", \"asin\": \"B08PCQSMNN\", \"price\": \"$62.90\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Compass Pendant Necklace, Stainless Steel Compass Circle Vintage Coin Necklace Navigator Forged for Male Talisman Travel Jewelry, Inspirational Graduation Gifts Jewelry Gifts for Friends (Gifts Box)\", \"asin\": \"B0DHRCD3JV\", \"price\": \"$16.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07MCLNZ19\", \"price\": \"$29.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy\", \"asin\": \"B07SLLZ1CP\", \"price\": \"$47.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch\", \"asin\": \"B07YWKXCYS\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Mens Womens Cross Necklace Lord's Prayer Pendant, 4 Colors Available\", \"asin\": \"B079JFB6ZV\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Stainless Steel Compass Pendants Chain Necklace Punk Vintage Compass Necklace Navigator Forged for Male Jewelry Unique Birthday Jewelry\", \"asin\": \"B0DB2NZTFX\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men\", \"asin\": \"B0DHG1WNNK\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Viking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 7mm Diamond Cut Cuban Link Curb Chain Necklace for Men Women\", \"asin\": \"B07RMZC5JX\", \"price\": \"$62.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Pendant for Men Women, Genuine Black Onyx Flat Square Gemstone Unique Handcrafted Pendant for Her Him\", \"asin\": \"B0BBZY6YPH\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 9 left in stock - order soon.\"},\n{\"title\": \"Solid 925 Sterling Silver Men's Cross With Jesus Pendant - 14k Gold Plated 1-3\\\" Small Medium Or Large Crucifix - Necklace\", \"asin\": \"B07XVNNFNJ\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07FP9BJWG\", \"price\": \"$36.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Vintage Ancient Greek Warrior Spartan Necklace for Men Boy Vintage Ancient Amulet Pendant Jewelry Gift\", \"asin\": \"B0BJ6FJP67\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches\", \"asin\": \"B09KPNG3BS\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Waterproof Braided Leather Necklace Wax Rope Chain, Customize Available, 2/3mm Width, With Snap Clasp, 16\\u201d18\\\" 20\\\" 22\\\" 24\\\" 26\\\" 28\\\" 30\\\"-Send Gift Box\", \"asin\": \"B09DPQ1MBV\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid S925 Sterling Silver Cross Necklace for Men Women | 2mm Durable Sterling Silver Cuban Link Curb Chain Cross Pendant Necklace | Crucifix Cross Pendant Necklace Jewelry 16-24 Inches\", \"asin\": \"B08TBC78HG\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"4Pcs Cross Necklace for Men,Silver Black Layered Necklace for Men Stainless Steel Cross Chain Pendant Jewelry Box Gifts 18-24 Inches\", \"asin\": \"B0DRCMCXG8\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B09TGK39LK\", \"price\": \"$11.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2 Pcs Cross Necklace for Men,Stainless Steel Pendant Silver Black Crosses Chain Jewelry Gifts Box 16-30 inches\", \"asin\": \"B0CDS126KN\", \"price\": \"$12.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens S925 Sterling Silver Large Cross Christian Faith Pendant Necklace 24 Inches Silver Chain Jewelry\", \"asin\": \"B075882TJQ\", \"price\": \"$25.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain\", \"asin\": \"B00XN81MR6\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Moissanite Cross Necklace for Men,S925 D Color Simulated Diamond Crucifix Pendant,Sterling Silver Iceout Diamond Pendant Jewelry for Hiphop Men Rapper\", \"asin\": \"B0DGLTNY3N\", \"price\": \"$93.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Box Chain Lobster Clasp 2/3/4/5mm Necklace for Women Mens Box Chain Silver/18K Gold Necklace Chain Diamond Cut 16-30 Inches\", \"asin\": \"B0BPH1H8R2\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Rope Chain Lobster Clasp 2.5mm Silver Chain for Men Women Silver Necklace Chain 16-30 Inches\", \"asin\": \"B09WHYFB7F\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Crucifix Cross Pendant with Chain Baptism Christian Jewelry Stainless Steel/18K Gold Antique Jesus Necklace, Gift Packed,Length 22\\\"\", \"asin\": \"B07GZP99C6\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men - Stainless Steel Silver Gold Black Plain Cross Pendant Necklace Simple Jewelry Gifts, 16-24 Inches Chain\", \"asin\": \"B07VKRYLNQ\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men and Women 24\\\" Stainless Steel 3.8MM Figaro Chain Necklace Crucifix Cross Pendant (Silver Color)\", \"asin\": \"B07GRDJDZS\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 2mm Franco Square Box Link Chain Necklace for Men Women Made in Italy\", \"asin\": \"B092C623KC\", \"price\": \"$35.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches\", \"asin\": \"B0CDPJLMPW\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Cross Necklace for 14K Gold Filled Stainless Steel Small Cross Pendant with Cuban Chain Necklace Simple Faith Jewelry Christmas Gift for Men Women 16-24 Inches\", \"asin\": \"B0CQ8QKHRZ\", \"price\": \"$13.79\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cross Necklace for Men - Real 925K Sterling Silver Pendant, Timeless Symbol of Faith, Oxidized Silver Crucifix Necklaces\", \"asin\": \"B0DK7DW7X9\", \"price\": \"$49.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 12mm (1/2 Inch) Diamond-Cut Cuban Link Curb Chain Necklace For Men Made in Italy\", \"asin\": \"B07R2C8Z3M\", \"price\": \"$139.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy\", \"asin\": \"B08XY42T6Y\", \"price\": \"$27.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2/3 Pcs Cross Necklace for Men, Silver Black Gold Cross Chain Necklace, Stainless Steel Cross Pendant Jewelry Gifts for Men 16-30 Inches\", \"asin\": \"B0CM9QRZVC\", \"price\": \"$13.43\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Medium Fish Hook Silver Pendant \\u2013 Premium Sterling Silver Jewelry Hooks \\u2013 Superb Realistic Design \\u2013 Modern and Unique \\u2013 Ideal Present Choice for Men and Women\", \"asin\": \"B004ZB9470\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"Cross Eternal Ring Pendant Necklace Stainless Steel Pendant Necklace for Men Women Best Friend Necklaces\", \"asin\": \"B0BS1NN1V3\", \"price\": \"$21.88\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tungsten Carbide Bar Pendant Necklace for Men Women Stainless Steel Snake Chain\", \"asin\": \"B0C59528ZG\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B081YNG47J\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 18k Gold Over 925 Sterling Silver Chain Necklace for Men Women, 3.5mm, 5mm Diamond Cut Cuban Link Chain, Sturdy & Shiny & Not Easy to Fade & Comfortable 16 18 20 22 24 26 Inch\", \"asin\": \"B0CYLKB2SV\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain\", \"asin\": \"B07QRP49J2\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 9mm Diamond-Cut Figaro Link Chain Necklace For Men, Made in Italy\", \"asin\": \"B0C3R4KM1Y\", \"price\": \"$99.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"KRKC&CO Moissanite Diamond Cross Pendant For Men, S925 Sterling Silver, D Color, 1.1Carat, with 2mm 20\\\" Rope Chain, Brilliant Excellent Cut Iced Out, 14K Gold, For Him\", \"asin\": \"B0BLRV47NK\", \"price\": \"$85.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B087ZYKS46\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 4mm Diamond-Cut Solid Flat Mariner Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07RLQDB81\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Necklace 925 Sterling Silver Letter Pendant Personalized 26 Alphabet Necklace for Women Men A-Z\", \"asin\": \"B0797RFX8M\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:14:36.790Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Pendant for men, silver, plain\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"murtoo\\nCompass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D4QLQ7ZL\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Forge & Foundry\\nMen's Minimalist Stainless Steel and Solid Onyx Inlay Pendant | 21 Inch Rolo Chain | Design-Led Artisan Jewelry, from London\", \"asin\": \"B0D1VRRBKL\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"LeCalla\\nSolid Italian 925 Sterling Silver Antique Lord Hanuman Ganesh/Ganapati Pendant Chain Necklace for Men Women\", \"asin\": \"B08MF7WDRZ\", \"price\": \"$24.91\", \"quantity\": \"\"},\n{\"title\": \"PROSTEEL\\n925 Sterling Silver Russian Orthodox Cross Necklace For Men Women, 18inch-20inch Adjustable, Come with Box\", \"asin\": \"B08P7H7SGX\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"U7\\nStainless Steel Shark Necklaces,18K Gold Plated Dolphin/Swordfish/Shark Pendant Necklace,Punk Mens Jewelry\", \"asin\": \"B074SFY4KG\", \"price\": \"$13.91\", \"quantity\": \"\"},\n{\"title\": \"Generic\\nViking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"quantity\": \"\"},\n{\"title\": \"LeCalla\\nSolid Italian 925 Sterling Silver Antique Lord Hanuman Ganesh/Ganapati Pendant Chain Necklace for Men Women\", \"asin\": \"B08MF7WDRZ\", \"price\": \"$24.91\", \"quantity\": \"\"},\n{\"title\": \"ZENLUNANO\\nCrucifix Cross Necklace for Men and Women with 18K Gold Plated Exquisite Jesus Pendant and Double Adjustable Necklace Chains 16-30 Inch\", \"asin\": \"B0D4792WHH\", \"price\": \"$14.27\", \"quantity\": \"\"},\n{\"title\": \"ChainsPro\\nMen Chunky Miami Cuban Chain Necklace, Custom Available, 4.8/6/10/14mm Width, 18/20/22/24/26/28/30inch Length, Gold Plated/Stainless Steel/Black, Send Gift Box\", \"asin\": \"B07JY9V7TG\", \"price\": \"$18.89\", \"quantity\": \"\"},\n{\"title\": \"LeCalla\\nSolid 925 Sterling Silver Italian 3 MM, 4 MM Diamond-Cut Solid Flat Mariner Link Chain Necklace for Women Men with Lobster Clasp, Made in Italy (16, 18, 20, 22, 24 Inches)\", \"asin\": \"B08KHFWDRW\", \"price\": \"$36.89\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"CaptainSteeL Cross Necklace for Men - Stainless Steel Silver/Gold Plain Cross Pendant Necklace Simple Jewelry Gifts, 24 Inches 3:1 Figaro Link Chain 4/5/6mm Width\", \"asin\": \"B08DTRZQCW\"}],\n\"search_results\": [{\"title\": \"Compass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D3X6PCR1\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"Men's Compass Pendant Necklace, Circle Vintage Coin Stainless Steel Compass Necklace Navigator Forged for Male Talisman Travel Jewelry, Inspirational Graduation Gifts (Gifts Box)\", \"asin\": \"B0DHRF4F64\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Stainless Steel Eagle and Anchor Pendant Necklace, Nautical Symbolic Jewelry, Vintage Maritime\", \"asin\": \"B0DS1S5FNS\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Plain Russian Orthodox Cross Pendant Necklace - Choice of Pendant Only or Chain Length\", \"asin\": \"B0BXM6PVD6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Minimalist Stainless Steel and Solid Onyx Inlay Pendant | 21 Inch Rolo Chain | Design-Led Artisan Jewelry, from London\", \"asin\": \"B0D1VRRBKL\", \"price\": \"$44.95\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Cross Necklace for Men Silver Premium Alloy Solid Color Cross Pendant Necklace for Men Women Teens\", \"asin\": \"B0BPBM93FK\", \"price\": \"$4.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian 925 Sterling Silver Solid 2mm Round Box Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B0BSXJY659\", \"price\": \"$36.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 18K Gold Over 925 Sterling Silver Chain Necklace for Women, 1.35mm Rope Chain Italian Necklace Chain for Women Men Super Shiny & Durable Women's Chain Necklaces 18 20 22 24 Inch\", \"asin\": \"B07WNVP22M\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Compass Pendant Necklace, Stainless Steel Compass Circle Vintage Coin Necklace Navigator Forged for Male Talisman Travel Jewelry\", \"asin\": \"B0CCHMKW6K\", \"price\": \"$12.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Coin Necklace Men's Stainless Steel Necklace Pendant Retro Ecclesiastes Bible Verse Round Medal Necklace Jewelry Gift\", \"asin\": \"B0D99RW43F\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men 100% 925 Sterling Silver Necklace Vintage Design Dragon Pendant Silver Jewelry For Men Gift 18-28 Inch Box Chain- Italy\", \"asin\": \"B08PCQSMNN\", \"price\": \"$62.90\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Compass Pendant Necklace, Stainless Steel Compass Circle Vintage Coin Necklace Navigator Forged for Male Talisman Travel Jewelry, Inspirational Graduation Gifts Jewelry Gifts for Friends (Gifts Box)\", \"asin\": \"B0DHRCD3JV\", \"price\": \"$16.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07MCLNZ19\", \"price\": \"$29.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 2mm, 3mm Diamond-Cut Braided Rope Chain Necklace for Men Women Made in Italy\", \"asin\": \"B07SLLZ1CP\", \"price\": \"$47.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch\", \"asin\": \"B07YWKXCYS\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Mens Womens Cross Necklace Lord's Prayer Pendant, 4 Colors Available\", \"asin\": \"B079JFB6ZV\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Stainless Steel Compass Pendants Chain Necklace Punk Vintage Compass Necklace Navigator Forged for Male Jewelry Unique Birthday Jewelry\", \"asin\": \"B0DB2NZTFX\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men\", \"asin\": \"B0DHG1WNNK\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Viking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 7mm Diamond Cut Cuban Link Curb Chain Necklace for Men Women\", \"asin\": \"B07RMZC5JX\", \"price\": \"$62.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Pendant for Men Women, Genuine Black Onyx Flat Square Gemstone Unique Handcrafted Pendant for Her Him\", \"asin\": \"B0BBZY6YPH\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 9 left in stock - order soon.\"},\n{\"title\": \"Solid 925 Sterling Silver Men's Cross With Jesus Pendant - 14k Gold Plated 1-3\\\" Small Medium Or Large Crucifix - Necklace\", \"asin\": \"B07XVNNFNJ\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07FP9BJWG\", \"price\": \"$36.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Vintage Ancient Greek Warrior Spartan Necklace for Men Boy Vintage Ancient Amulet Pendant Jewelry Gift\", \"asin\": \"B0BJ6FJP67\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches\", \"asin\": \"B09KPNG3BS\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Waterproof Braided Leather Necklace Wax Rope Chain, Customize Available, 2/3mm Width, With Snap Clasp, 16\\u201d18\\\" 20\\\" 22\\\" 24\\\" 26\\\" 28\\\" 30\\\"-Send Gift Box\", \"asin\": \"B09DPQ1MBV\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid S925 Sterling Silver Cross Necklace for Men Women | 2mm Durable Sterling Silver Cuban Link Curb Chain Cross Pendant Necklace | Crucifix Cross Pendant Necklace Jewelry 16-24 Inches\", \"asin\": \"B08TBC78HG\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"4Pcs Cross Necklace for Men,Silver Black Layered Necklace for Men Stainless Steel Cross Chain Pendant Jewelry Box Gifts 18-24 Inches\", \"asin\": \"B0DRCMCXG8\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B09TGK39LK\", \"price\": \"$11.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2 Pcs Cross Necklace for Men,Stainless Steel Pendant Silver Black Crosses Chain Jewelry Gifts Box 16-30 inches\", \"asin\": \"B0CDS126KN\", \"price\": \"$12.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens S925 Sterling Silver Large Cross Christian Faith Pendant Necklace 24 Inches Silver Chain Jewelry\", \"asin\": \"B075882TJQ\", \"price\": \"$25.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain\", \"asin\": \"B00XN81MR6\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Moissanite Cross Necklace for Men,S925 D Color Simulated Diamond Crucifix Pendant,Sterling Silver Iceout Diamond Pendant Jewelry for Hiphop Men Rapper\", \"asin\": \"B0DGLTNY3N\", \"price\": \"$93.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Box Chain Lobster Clasp 2/3/4/5mm Necklace for Women Mens Box Chain Silver/18K Gold Necklace Chain Diamond Cut 16-30 Inches\", \"asin\": \"B0BPH1H8R2\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Rope Chain Lobster Clasp 2.5mm Silver Chain for Men Women Silver Necklace Chain 16-30 Inches\", \"asin\": \"B09WHYFB7F\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Crucifix Cross Pendant with Chain Baptism Christian Jewelry Stainless Steel/18K Gold Antique Jesus Necklace, Gift Packed,Length 22\\\"\", \"asin\": \"B07GZP99C6\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men - Stainless Steel Silver Gold Black Plain Cross Pendant Necklace Simple Jewelry Gifts, 16-24 Inches Chain\", \"asin\": \"B07VKRYLNQ\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men and Women 24\\\" Stainless Steel 3.8MM Figaro Chain Necklace Crucifix Cross Pendant (Silver Color)\", \"asin\": \"B07GRDJDZS\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 2mm Franco Square Box Link Chain Necklace for Men Women Made in Italy\", \"asin\": \"B092C623KC\", \"price\": \"$35.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches\", \"asin\": \"B0CDPJLMPW\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Cross Necklace for 14K Gold Filled Stainless Steel Small Cross Pendant with Cuban Chain Necklace Simple Faith Jewelry Christmas Gift for Men Women 16-24 Inches\", \"asin\": \"B0CQ8QKHRZ\", \"price\": \"$13.79\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cross Necklace for Men - Real 925K Sterling Silver Pendant, Timeless Symbol of Faith, Oxidized Silver Crucifix Necklaces\", \"asin\": \"B0DK7DW7X9\", \"price\": \"$49.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 12mm (1/2 Inch) Diamond-Cut Cuban Link Curb Chain Necklace For Men Made in Italy\", \"asin\": \"B07R2C8Z3M\", \"price\": \"$139.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy\", \"asin\": \"B08XY42T6Y\", \"price\": \"$27.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2/3 Pcs Cross Necklace for Men, Silver Black Gold Cross Chain Necklace, Stainless Steel Cross Pendant Jewelry Gifts for Men 16-30 Inches\", \"asin\": \"B0CM9QRZVC\", \"price\": \"$13.43\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Medium Fish Hook Silver Pendant \\u2013 Premium Sterling Silver Jewelry Hooks \\u2013 Superb Realistic Design \\u2013 Modern and Unique \\u2013 Ideal Present Choice for Men and Women\", \"asin\": \"B004ZB9470\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"Cross Eternal Ring Pendant Necklace Stainless Steel Pendant Necklace for Men Women Best Friend Necklaces\", \"asin\": \"B0BS1NN1V3\", \"price\": \"$21.88\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tungsten Carbide Bar Pendant Necklace for Men Women Stainless Steel Snake Chain\", \"asin\": \"B0C59528ZG\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B081YNG47J\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 18k Gold Over 925 Sterling Silver Chain Necklace for Men Women, 3.5mm, 5mm Diamond Cut Cuban Link Chain, Sturdy & Shiny & Not Easy to Fade & Comfortable 16 18 20 22 24 26 Inch\", \"asin\": \"B0CYLKB2SV\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain\", \"asin\": \"B07QRP49J2\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 9mm Diamond-Cut Figaro Link Chain Necklace For Men, Made in Italy\", \"asin\": \"B0C3R4KM1Y\", \"price\": \"$99.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"KRKC&CO Moissanite Diamond Cross Pendant For Men, S925 Sterling Silver, D Color, 1.1Carat, with 2mm 20\\\" Rope Chain, Brilliant Excellent Cut Iced Out, 14K Gold, For Him\", \"asin\": \"B0BLRV47NK\", \"price\": \"$85.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B087ZYKS46\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 4mm Diamond-Cut Solid Flat Mariner Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07RLQDB81\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Necklace 925 Sterling Silver Letter Pendant Personalized 26 Alphabet Necklace for Women Men A-Z\", \"asin\": \"B0797RFX8M\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:14:39.444Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:14:39.444Z
click
search
rule
train
97
2025-04-08T00:14:39.444Z
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": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "Pendant for men, silver, plain"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.74", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$57.50", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "murtoo\nCompass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal", "asin": "B0D4QLQ7ZL", "price": "$20.99", "quantity": ""}, {"title": "Forge & Foundry\nMen's Minimalist Stainless Steel and Solid Onyx Inlay Pendant | 21 Inch Rolo Chain | Design-Led Artisan Jewelry, from London", "asin": "B0D1VRRBKL", "price": "$44.95", "quantity": ""}, {"title": "LeCalla\nSolid Italian 925 Sterling Silver Antique Lord Hanuman Ganesh/Ganapati Pendant Chain Necklace for Men Women", "asin": "B08MF7WDRZ", "price": "$24.91", "quantity": ""}, {"title": "PROSTEEL\n925 Sterling Silver Russian Orthodox Cross Necklace For Men Women, 18inch-20inch Adjustable, Come with Box", "asin": "B08P7H7SGX", "price": "$27.99", "quantity": ""}, {"title": "U7\nStainless Steel Shark Necklaces,18K Gold Plated Dolphin/Swordfish/Shark Pendant Necklace,Punk Mens Jewelry", "asin": "B074SFY4KG", "price": "$13.91", "quantity": ""}, {"title": "Generic\nViking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary", "asin": "B0DK579CF4", "price": 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delivery Tomorrow, Apr 8"}, {"title": "Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men", "asin": "B0DHG1WNNK", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Viking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary", "asin": "B0DK579CF4", "price": "$43.19", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Solid 925 Sterling Silver Italian 7mm Diamond Cut Cuban Link Curb Chain Necklace for Men Women", "asin": "B07RMZC5JX", "price": "$62.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Solid 925 Sterling Silver Pendant for Men Women, Genuine Black Onyx Flat Square Gemstone Unique Handcrafted Pendant for Her Him", "asin": "B0BBZY6YPH", "price": "$29.99", "delivery": "FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 9 left in stock - order soon."}, {"title": "Solid 925 Sterling Silver Men's Cross With Jesus Pendant - 14k Gold Plated 1-3\" Small Medium Or Large Crucifix - Necklace", "asin": "B07XVNNFNJ", "price": "$31.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Solid 925 Sterling Silver Italian 5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy", "asin": "B07FP9BJWG", "price": "$36.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Vintage Ancient Greek Warrior Spartan Necklace for Men Boy Vintage Ancient Amulet Pendant Jewelry Gift", "asin": "B0BJ6FJP67", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches", "asin": "B09KPNG3BS", "price": "$29.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men Waterproof Braided Leather Necklace Wax Rope Chain, Customize Available, 2/3mm Width, With Snap Clasp, 16\u201d18\" 20\" 22\" 24\" 26\" 28\" 30\"-Send Gift Box", "asin": "B09DPQ1MBV", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Solid S925 Sterling Silver Cross Necklace for Men Women | 2mm Durable Sterling Silver Cuban Link Curb Chain Cross Pendant Necklace | Crucifix Cross Pendant Necklace Jewelry 16-24 Inches", "asin": "B08TBC78HG", "price": "$42.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "4Pcs Cross Necklace for Men,Silver Black Layered Necklace for Men Stainless Steel Cross Chain Pendant Jewelry Box Gifts 18-24 Inches", "asin": "B0DRCMCXG8", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry", "asin": "B09TGK39LK", "price": "$11.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "2 Pcs Cross Necklace for Men,Stainless Steel Pendant Silver Black Crosses Chain Jewelry Gifts Box 16-30 inches", "asin": "B0CDS126KN", "price": "$12.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens S925 Sterling Silver Large Cross Christian Faith Pendant Necklace 24 Inches Silver Chain Jewelry", "asin": "B075882TJQ", "price": "$25.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\" Long Choose Your Color (Fit Upto 6mm Link Chain)", "asin": "B00JV6MB0Q", "price": "$22.00", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain", "asin": "B00XN81MR6", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Moissanite Cross Necklace for Men,S925 D Color Simulated Diamond Crucifix Pendant,Sterling Silver Iceout Diamond Pendant Jewelry for Hiphop Men Rapper", "asin": "B0DGLTNY3N", "price": "$93.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy", "asin": "B07QGKQC65", "price": "$37.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Box Chain Lobster Clasp 2/3/4/5mm Necklace for Women Mens Box Chain Silver/18K Gold Necklace Chain Diamond Cut 16-30 Inches", "asin": "B0BPH1H8R2", "price": "$29.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "925 Sterling Silver Rope Chain Lobster Clasp 2.5mm Silver Chain for Men Women Silver Necklace Chain 16-30 Inches", "asin": "B09WHYFB7F", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men Crucifix Cross Pendant with Chain Baptism Christian Jewelry Stainless Steel/18K Gold Antique Jesus Necklace, Gift Packed,Length 22\"", "asin": "B07GZP99C6", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men - Stainless Steel Silver Gold Black Plain Cross Pendant Necklace Simple Jewelry Gifts, 16-24 Inches Chain", "asin": "B07VKRYLNQ", "price": "$13.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men and Women 24\" Stainless Steel 3.8MM Figaro Chain Necklace Crucifix Cross Pendant (Silver Color)", "asin": "B07GRDJDZS", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian Solid 925 Sterling Silver 2mm Franco Square Box Link Chain Necklace for Men Women Made in Italy", "asin": "B092C623KC", "price": "$35.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches", "asin": "B0CDPJLMPW", "price": "$15.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Cross Necklace for 14K Gold Filled Stainless Steel Small Cross Pendant with Cuban Chain Necklace Simple Faith Jewelry Christmas Gift for Men Women 16-24 Inches", "asin": "B0CQ8QKHRZ", "price": "$13.79", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Cross Necklace for Men - Real 925K Sterling Silver Pendant, Timeless Symbol of Faith, Oxidized Silver Crucifix Necklaces", "asin": "B0DK7DW7X9", "price": "$49.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian Solid 925 Sterling Silver 12mm (1/2 Inch) Diamond-Cut Cuban Link Curb Chain Necklace For Men Made in Italy", "asin": "B07R2C8Z3M", "price": "$139.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy", "asin": "B08XY42T6Y", "price": "$27.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "2/3 Pcs Cross Necklace for Men, Silver Black Gold Cross Chain Necklace, Stainless Steel Cross Pendant Jewelry Gifts for Men 16-30 Inches", "asin": "B0CM9QRZVC", "price": "$13.43", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Medium Fish Hook Silver Pendant \u2013 Premium Sterling Silver Jewelry Hooks \u2013 Superb Realistic Design \u2013 Modern and Unique \u2013 Ideal Present Choice for Men and Women", "asin": "B004ZB9470", "price": "$37.99", "delivery": "FREE delivery Apr 19 - 23 for Prime members"}, {"title": "Cross Eternal Ring Pendant Necklace Stainless Steel Pendant Necklace for Men Women Best Friend Necklaces", "asin": "B0BS1NN1V3", "price": "$21.88", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Tungsten Carbide Bar Pendant Necklace for Men Women Stainless Steel Snake Chain", "asin": "B0C59528ZG", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\"-26\"", "asin": "B081YNG47J", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian Solid 18k Gold Over 925 Sterling Silver Chain Necklace for Men Women, 3.5mm, 5mm Diamond Cut Cuban Link Chain, Sturdy & Shiny & Not Easy to Fade & Comfortable 16 18 20 22 24 26 Inch", "asin": "B0CYLKB2SV", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain", "asin": "B07QRP49J2", "price": "$15.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Solid 925 Sterling Silver Italian 9mm Diamond-Cut Figaro Link Chain Necklace For Men, Made in Italy", "asin": "B0C3R4KM1Y", "price": "$99.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "KRKC&CO Moissanite Diamond Cross Pendant For Men, S925 Sterling Silver, D Color, 1.1Carat, with 2mm 20\" Rope Chain, Brilliant Excellent Cut Iced Out, 14K Gold, For Him", "asin": "B0BLRV47NK", "price": "$85.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry", "asin": "B087ZYKS46", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian Solid 925 Sterling Silver 4mm Diamond-Cut Solid Flat Mariner Link Chain Necklace for Women Men, Made in Italy", "asin": "B07RLQDB81", "price": "$37.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial Necklace 925 Sterling Silver Letter Pendant Personalized 26 Alphabet Necklace for Women Men A-Z", "asin": "B0797RFX8M", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T00:14:39.444Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:14:39.444Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T00:14:39.444Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>", "index": 97, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": 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\"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B09TGK39LK\", \"price\": \"$11.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2 Pcs Cross Necklace for Men,Stainless Steel Pendant Silver Black Crosses Chain Jewelry Gifts Box 16-30 inches\", \"asin\": \"B0CDS126KN\", \"price\": \"$12.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens S925 Sterling Silver Large Cross Christian Faith Pendant Necklace 24 Inches Silver Chain Jewelry\", \"asin\": \"B075882TJQ\", \"price\": \"$25.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain\", \"asin\": \"B00XN81MR6\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Moissanite Cross Necklace for Men,S925 D Color Simulated Diamond Crucifix Pendant,Sterling Silver Iceout Diamond Pendant Jewelry for Hiphop Men Rapper\", \"asin\": \"B0DGLTNY3N\", \"price\": \"$93.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Box Chain Lobster Clasp 2/3/4/5mm Necklace for Women Mens Box Chain Silver/18K Gold Necklace Chain Diamond Cut 16-30 Inches\", \"asin\": \"B0BPH1H8R2\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"925 Sterling Silver Rope Chain Lobster Clasp 2.5mm Silver Chain for Men Women Silver Necklace Chain 16-30 Inches\", \"asin\": \"B09WHYFB7F\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men Crucifix Cross Pendant with Chain Baptism Christian Jewelry Stainless Steel/18K Gold Antique Jesus Necklace, Gift Packed,Length 22\\\"\", \"asin\": \"B07GZP99C6\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men - Stainless Steel Silver Gold Black Plain Cross Pendant Necklace Simple Jewelry Gifts, 16-24 Inches Chain\", \"asin\": \"B07VKRYLNQ\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men and Women 24\\\" Stainless Steel 3.8MM Figaro Chain Necklace Crucifix Cross Pendant (Silver Color)\", \"asin\": \"B07GRDJDZS\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 2mm Franco Square Box Link Chain Necklace for Men Women Made in Italy\", \"asin\": \"B092C623KC\", \"price\": \"$35.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches\", \"asin\": \"B0CDPJLMPW\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Cross Necklace for 14K Gold Filled Stainless Steel Small Cross Pendant with Cuban Chain Necklace Simple Faith Jewelry Christmas Gift for Men Women 16-24 Inches\", \"asin\": \"B0CQ8QKHRZ\", \"price\": \"$13.79\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Cross Necklace for Men - Real 925K Sterling Silver Pendant, Timeless Symbol of Faith, Oxidized Silver Crucifix Necklaces\", \"asin\": \"B0DK7DW7X9\", \"price\": \"$49.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 12mm (1/2 Inch) Diamond-Cut Cuban Link Curb Chain Necklace For Men Made in Italy\", \"asin\": \"B07R2C8Z3M\", \"price\": \"$139.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy\", \"asin\": \"B08XY42T6Y\", \"price\": \"$27.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2/3 Pcs Cross Necklace for Men, Silver Black Gold Cross Chain Necklace, Stainless Steel Cross Pendant Jewelry Gifts for Men 16-30 Inches\", \"asin\": \"B0CM9QRZVC\", \"price\": \"$13.43\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Medium Fish Hook Silver Pendant \\u2013 Premium Sterling Silver Jewelry Hooks \\u2013 Superb Realistic Design \\u2013 Modern and Unique \\u2013 Ideal Present Choice for Men and Women\", \"asin\": \"B004ZB9470\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 19 - 23 for Prime members\"},\n{\"title\": \"Cross Eternal Ring Pendant Necklace Stainless Steel Pendant Necklace for Men Women Best Friend Necklaces\", \"asin\": \"B0BS1NN1V3\", \"price\": \"$21.88\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Tungsten Carbide Bar Pendant Necklace for Men Women Stainless Steel Snake Chain\", \"asin\": \"B0C59528ZG\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B081YNG47J\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 18k Gold Over 925 Sterling Silver Chain Necklace for Men Women, 3.5mm, 5mm Diamond Cut Cuban Link Chain, Sturdy & Shiny & Not Easy to Fade & Comfortable 16 18 20 22 24 26 Inch\", \"asin\": \"B0CYLKB2SV\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel Pendant Necklace for Men and Women, Unisex Twisted Cube Bar Pendant with Link Chain\", \"asin\": \"B07QRP49J2\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 9mm Diamond-Cut Figaro Link Chain Necklace For Men, Made in Italy\", \"asin\": \"B0C3R4KM1Y\", \"price\": \"$99.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"KRKC&CO Moissanite Diamond Cross Pendant For Men, S925 Sterling Silver, D Color, 1.1Carat, with 2mm 20\\\" Rope Chain, Brilliant Excellent Cut Iced Out, 14K Gold, For Him\", \"asin\": \"B0BLRV47NK\", \"price\": \"$85.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B087ZYKS46\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 4mm Diamond-Cut Solid Flat Mariner Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07RLQDB81\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Necklace 925 Sterling Silver Letter Pendant Personalized 26 Alphabet Necklace for Women Men A-Z\", \"asin\": \"B0797RFX8M\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:14:39.444Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"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\": \"Pendant for men, silver, plain\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Bling Jewelry\\nPersonalized X-Large Plain Simple Basic Cool Mens Identification Military Army Dog Tag Pendant Necklace For Men Teens Polished Black Gold Silver Tone Stainless Steel 24 Inch Ball Chain Customizable\", \"asin\": \"B0043JTA7S\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"murtoo\\nCompass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D4QLQ7ZL\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"SANNYRA\\nSilver Chain for Men - Stainless Steel Chains for Mens - Dog Tag Necklace for Pendant, 1-7mm 8-36inches Round Rolo Necklaces for Women\", \"asin\": \"B07QNPCT4J\", \"price\": \"$12.18\", \"quantity\": \"\"},\n{\"title\": \"HZMAN\\nMens High Polishing Stainless Steel Dog Tag Pendant Necklace 22+2 Inch Link Chain\", \"asin\": \"B01LYMU8ON\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Zysta\\nEngraving 3D Bar Name Necklace Personalized Text Message Cool Simple Design Women Customized Dangle Vertical Cuboid Stick Pendant Necklaces Stainless Steel Birthday Gift\", \"asin\": \"B071W8S7C9\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Generic\\nViking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"quantity\": \"\"},\n{\"title\": \"ZENLUNANO\\nCrucifix Cross Necklace for Men and Women with 18K Gold Plated Exquisite Jesus Pendant and Double Adjustable Necklace Chains 16-30 Inch\", \"asin\": \"B0D4792WHH\", \"price\": \"$14.27\", \"quantity\": \"\"},\n{\"title\": \"P. BLAKE\\nStainless Steel Cross Pendant Necklace for Men Boys, Christian Cross Pendant with 16-24 Inches Chain Cross Necklace Jewelry Gifts\", \"asin\": \"B088BGFFDN\", \"price\": \"$12.74\", \"quantity\": \"\"},\n{\"title\": \"Monily\\n18k Real Gold Plated Rope Chain 1.5mm 2.5mm 5mm Stainless Steel Twist Chain Necklace for Men Women 16 Inches 36 Inches\", \"asin\": \"B076VZZJV9\", \"price\": \"$9.84\", \"quantity\": \"\"},\n{\"title\": \"Monily\\nFigaro Chain Necklace Stainless Steel Real Gold Plated Chains for Men Women Jewelry Gift for Men Women\", \"asin\": \"B0769XSVRW\", \"price\": \"$6.98\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Compass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D3X6PCR1\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"Men's Compass Pendant Necklace, Circle Vintage Coin Stainless Steel Compass Necklace Navigator Forged for Male Talisman Travel Jewelry, Inspirational Graduation Gifts (Gifts Box)\", \"asin\": \"B0DHRF4F64\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Chain for Men - Stainless Steel Chains for Mens - Dog Tag Necklace for Pendant, 1-7mm 8-36inches Round Rolo Necklaces for Women\", \"asin\": \"B07QQXHW1F\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Dog Tag Necklace for Men, Men's Stainless Steel Necklace 22\\\"/24\\\"\", \"asin\": \"B0DV5J976Q\", \"price\": \"$22.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Plain Russian Orthodox Cross Pendant Necklace - Choice of Pendant Only or Chain Length\", \"asin\": \"B0BXM6PVD6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Sterling Silver 925 Pendant Minimalistic Religious Unisex Jewelry\", \"asin\": \"B093CCPNJH\", \"price\": \"$12.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Simple Unisex Mens Cross Pendant Jewelry\", \"asin\": \"B073H9KL3V\", \"price\": \"$33.21\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07MG12H81\", \"price\": \"$22.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Fine Jewelry .925 Sterling Silver Mariner Crucifix Anchor Cross Pendant Charm\", \"asin\": \"B01CZ2J3DU\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Compass Pendant Necklace, Stainless Steel Compass Circle Vintage Coin Necklace Navigator Forged for Male Talisman Travel Jewelry\", \"asin\": \"B0CCHMKW6K\", \"price\": \"$12.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Coin Necklace Men's Stainless Steel Necklace Pendant Retro Ecclesiastes Bible Verse Round Medal Necklace Jewelry Gift\", \"asin\": \"B0D99RW43F\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Compass Pendant with Adjustable 21\\\" Necklace Chain | Design-led, artisan jewelry from London\", \"asin\": \"B09FB3VX8C\", \"price\": \"$42.95\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men\", \"asin\": \"B0DHG1WNNK\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch\", \"asin\": \"B07YWJWDSY\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver 1mm & 0.8 Italian Box Chain Necklace 16\\\" - 30\\\" with Silver Polishing Cloth/Dainty & Sturdy Necklace for Women Available in 15 Lengths\", \"asin\": \"B07GST374S\", \"price\": \"$14.03\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Anchor Necklace, Stainless Steel Rope Anchor Pendant, Curb Chain, Nautical Anchor Jewelry Gift for Men and Women\", \"asin\": \"B07VQRT7RB\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Viking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Personalized X-Large Plain Simple Basic Cool Mens Identification Military Army Dog Tag Pendant Necklace For Men Teens Polished Black Gold Silver Tone Stainless Steel 24 Inch Ball Chain Customizable\", \"asin\": \"B0043JTA7S\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEO7Y2\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches\", \"asin\": \"B09KPNG3BS\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Round Aztec Mayan Calendar Charm Pendant - Choice of Pendant Size\", \"asin\": \"B00FENYPIG\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches\", \"asin\": \"B0CDPJLMPW\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B09PBB4G6Q\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B087ZYKS46\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B09TGK39LK\", \"price\": \"$11.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2 Pcs Cross Necklace for Men,Stainless Steel Pendant Silver Black Crosses Chain Jewelry Gifts Box 16-30 inches\", \"asin\": \"B0CDS126KN\", \"price\": \"$12.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift\", \"asin\": \"B0C6MGS28N\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sword Pendant Sterling Silver 925 Dagger Necklace Charm Minimalistic Unisex Handmade Jewelry\", \"asin\": \"B09DQ3HVK7\", \"price\": \"$17.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Om Ohm Pendant Sterling Silver 925 Chakra Namaste Healed Buddha Yoga Spiritual Jewelry\", \"asin\": \"B093DYDTHQ\", \"price\": \"$12.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men - Real 925K Sterling Silver Pendant, Timeless Symbol of Faith, Oxidized Silver Crucifix Necklaces\", \"asin\": \"B0CN5W61PT\", \"price\": \"$56.98\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace Beveled Edge for Men Women 5mm Stainless Steel Diamond Cut Durable Cuban Link Curb Chain Crucifix Pendant Necklace Jewelry 16-30 Inches\", \"asin\": \"B0B2VTYGB5\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Lion Head Mini Medallion Gold and Silver Plated Pendant 20\\\" Cuban Chain Necklace CP 282\", \"asin\": \"B08L5JNPSF\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sterling Silver Crucifix Pendant Necklace for Men Women, Jesus Cross Necklace for Boy Christmas Gift\", \"asin\": \"B0CQ4ZR5L8\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07FPD5D1Y\", \"price\": \"$28.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Real Silver Cross Necklace with 2.5mm Top Craftsmanship Rope Chain for Men Boys Women, Sturdy Shiny Non Tarnish 16-26 Inch\", \"asin\": \"B0DGTC9YPC\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain\", \"asin\": \"B00XN81MR6\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5MM Durable Stainless Steel Diamond Cut Cuban Link Curb Chain with Silver Cross Pendant, Mens Cross Crucifix Necklaces Jewelry 16-30 Inches\", \"asin\": \"B0DLVPKFK2\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry\", \"asin\": \"B093CF36DJ\", \"price\": \"$14.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid 925 Sterling Silver Pendant for Men Women, Genuine Black Onyx Flat Square Gemstone Unique Handcrafted Pendant for Her Him\", \"asin\": \"B0BBZY6YPH\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 9 left in stock - order soon.\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's 925 Sterling Silver Arrow Arrowhead Poseidon Sentimental for Him Boyfriend Pendant Necklace Gift Cords\", \"asin\": \"B071JL8M8T\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Engraving 3D Bar Name Necklace Personalized Text Message Cool Simple Design Women Customized Dangle Vertical Cuboid Stick Pendant Necklaces Stainless Steel Birthday Gift\", \"asin\": \"B071W8S7C9\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women 5mm Big Beveled Edge Men's Stainless Steel Diamond Cut Curb Cuban Link Chain Crucifix Cross Pendant Jewelry 16-30 Inches\", \"asin\": \"B0B5Q3M9LT\", \"price\": \"$29.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy\", \"asin\": \"B08XY38WVH\", \"price\": \"$33.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Simple Pendant Necklace for Men\", \"asin\": \"B0BYXJ8QJ8\", \"price\": \"$33.21\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 7mm Diamond Cut Cuban Link Curb Chain Necklace for Men Women\", \"asin\": \"B07RMZFXWH\", \"price\": \"$69.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Pendant for Men Women, Natural Cabochon Square Gemstone Unique Handcrafted Jewelry for Her Him (, amethyst) ('Garnet)\", \"asin\": \"B0CM25313L\", \"price\": \"$33.99\", \"delivery\": \"FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"2MM Stainless Steel Necklace - Thin Cable Chain for Women & Men, Silver Chains for Pendant Addition or Alone - 16-30 Inch Available\", \"asin\": \"B082S7798X\", \"price\": \"$4.69\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Sterling Silver Cross Necklace with World-class Craft 4mm Cuban Link Chain for Men Boys Women, Durable, Colorfast 16-26 Inch\", \"asin\": \"B0DGTC6DJ9\", \"price\": \"$23.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"22 mm Round Engravable .925 Sterling Silver Pendant Necklace | Customizable Silver Necklace for Women and Men | Sterling Silver Personalized Jewelry\", \"asin\": \"B0777LRN9F\", \"price\": \"$29.79\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sterling Silver Men's Pendant Necklace | Real Man Necklace Jewelry | Silver Pendant Necklaces Gift for Father's Day, Men's Birthdays, Thanksgiving, Christmas\", \"asin\": \"B0DBVGNXGG\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant\", \"asin\": \"B0CVXG8YXG\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:15:46.772Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:15:46.772Z
click_product
B0043JTA7S
rule
train
98
2025-04-08T00:15:46.772Z
click_product
B0043JTA7S
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. 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14 for Prime members"}, {"title": "Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains", "asin": "B0DM4TKSH1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver 1mm & 0.8 Italian Box Chain Necklace 16\" - 30\" with Silver Polishing Cloth/Dainty & Sturdy Necklace for Women Available in 15 Lengths", "asin": "B07GST374S", "price": "$14.03", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Anchor Necklace, Stainless Steel Rope Anchor Pendant, Curb Chain, Nautical Anchor Jewelry Gift for Men and Women", "asin": "B07VQRT7RB", "price": "$7.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Viking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary", "asin": "B0DK579CF4", "price": "$43.19", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Personalized X-Large Plain Simple Basic Cool Mens Identification Military Army Dog Tag Pendant Necklace For Men Teens Polished Black Gold Silver Tone Stainless Steel 24 Inch Ball Chain Customizable", "asin": "B0043JTA7S", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue", "asin": "B01FSEO7Y2", "price": "$8.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches", "asin": "B09KPNG3BS", "price": "$29.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Round Aztec Mayan Calendar Charm Pendant - Choice of Pendant Size", "asin": "B00FENYPIG", "price": "$59.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches", "asin": "B0CDPJLMPW", "price": "$15.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\"-26\"", "asin": "B09PBB4G6Q", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry", "asin": "B087ZYKS46", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry", "asin": "B09TGK39LK", "price": "$11.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "2 Pcs Cross Necklace for Men,Stainless Steel Pendant Silver Black Crosses Chain Jewelry Gifts Box 16-30 inches", "asin": "B0CDS126KN", "price": "$12.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift", "asin": "B0C6MGS28N", "price": "$27.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Sword Pendant Sterling Silver 925 Dagger Necklace Charm Minimalistic Unisex Handmade Jewelry", "asin": "B09DQ3HVK7", "price": "$17.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Om Ohm Pendant Sterling Silver 925 Chakra Namaste Healed Buddha Yoga Spiritual Jewelry", "asin": "B093DYDTHQ", "price": "$12.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men - Real 925K Sterling Silver Pendant, Timeless Symbol of Faith, Oxidized Silver Crucifix Necklaces", "asin": "B0CN5W61PT", "price": "$56.98", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\"-26\"", "asin": "B075RVHX62", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Cross Necklace Beveled Edge for Men Women 5mm Stainless Steel Diamond Cut Durable Cuban Link Curb Chain Crucifix Pendant Necklace Jewelry 16-30 Inches", "asin": "B0B2VTYGB5", "price": "$33.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Lion Head Mini Medallion Gold and Silver Plated Pendant 20\" Cuban Chain Necklace CP 282", "asin": "B08L5JNPSF", "price": "$11.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver", "asin": "B07D23C6TC", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Sterling Silver Crucifix Pendant Necklace for Men Women, Jesus Cross Necklace for Boy Christmas Gift", "asin": "B0CQ4ZR5L8", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Solid 925 Sterling Silver Italian 5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy", "asin": "B07FPD5D1Y", "price": "$28.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Real Silver Cross Necklace with 2.5mm Top Craftsmanship Rope Chain for Men Boys Women, Sturdy Shiny Non Tarnish 16-26 Inch", "asin": "B0DGTC9YPC", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches", "asin": "B0CQ82319S", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain", "asin": "B00XN81MR6", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Cross Necklace for Men Women, 5MM Durable Stainless Steel Diamond Cut Cuban Link Curb Chain with Silver Cross Pendant, Mens Cross Crucifix Necklaces Jewelry 16-30 Inches", "asin": "B0DLVPKFK2", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry", "asin": "B093CF36DJ", "price": "$14.90", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Solid 925 Sterling Silver Pendant for Men Women, Genuine Black Onyx Flat Square Gemstone Unique Handcrafted Pendant for Her Him", "asin": "B0BBZY6YPH", "price": "$29.99", "delivery": "FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 9 left in stock - order soon."}, {"title": "925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy", "asin": "B07QGKQC65", "price": "$37.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's 925 Sterling Silver Arrow Arrowhead Poseidon Sentimental for Him Boyfriend Pendant Necklace Gift Cords", "asin": "B071JL8M8T", "price": "$26.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Engraving 3D Bar Name Necklace Personalized Text Message Cool Simple Design Women Customized Dangle Vertical Cuboid Stick Pendant Necklaces Stainless Steel Birthday Gift", "asin": "B071W8S7C9", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Cross Necklace for Men Women 5mm Big Beveled Edge Men's Stainless Steel Diamond Cut Curb Cuban Link Chain Crucifix Cross Pendant Jewelry 16-30 Inches", "asin": "B0B5Q3M9LT", "price": "$29.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy", "asin": "B08XY38WVH", "price": "$33.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Cross Simple Pendant Necklace for Men", "asin": "B0BYXJ8QJ8", "price": "$33.21", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Solid 925 Sterling Silver Italian 7mm Diamond Cut Cuban Link Curb Chain Necklace for Men Women", "asin": "B07RMZFXWH", "price": "$69.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Solid 925 Sterling Silver Pendant for Men Women, Natural Cabochon Square Gemstone Unique Handcrafted Jewelry for Her Him (, amethyst) ('Garnet)", "asin": "B0CM25313L", "price": "$33.99", "delivery": "FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 2 left in stock - order soon."}, {"title": "2MM Stainless Steel Necklace - Thin Cable Chain for Women & Men, Silver Chains for Pendant Addition or Alone - 16-30 Inch Available", "asin": "B082S7798X", "price": "$4.69", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\"", "asin": "B07QP9GPNF", "price": "$21.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Sterling Silver Cross Necklace with World-class Craft 4mm Cuban Link Chain for Men Boys Women, Durable, Colorfast 16-26 Inch", "asin": "B0DGTC6DJ9", "price": "$23.09", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "22 mm Round Engravable .925 Sterling Silver Pendant Necklace | Customizable Silver Necklace for Women and Men | Sterling Silver Personalized Jewelry", "asin": "B0777LRN9F", "price": "$29.79", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sterling Silver Men's Pendant Necklace | Real Man Necklace Jewelry | Silver Pendant Necklaces Gift for Father's Day, Men's Birthdays, Thanksgiving, Christmas", "asin": "B0DBVGNXGG", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant", "asin": "B0CVXG8YXG", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T00:15:46.772Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:15:46.772Z\",\"action\": \"click_product\",\"acion_argument\": \"B0043JTA7S\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T00:15:46.772Z\",\"action\": \"click_product\",\"acion_argument\": \"B0043JTA7S\",}</answer>", "index": 98, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"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\": \"Pendant for men, silver, plain\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Bling Jewelry\\nPersonalized X-Large Plain Simple Basic Cool Mens Identification Military Army Dog Tag Pendant Necklace For Men Teens Polished Black Gold Silver Tone Stainless Steel 24 Inch Ball Chain Customizable\", \"asin\": \"B0043JTA7S\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"murtoo\\nCompass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D4QLQ7ZL\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"SANNYRA\\nSilver Chain for Men - Stainless Steel Chains for Mens - Dog Tag Necklace for Pendant, 1-7mm 8-36inches Round Rolo Necklaces for Women\", \"asin\": \"B07QNPCT4J\", \"price\": \"$12.18\", \"quantity\": \"\"},\n{\"title\": \"HZMAN\\nMens High Polishing Stainless Steel Dog Tag Pendant Necklace 22+2 Inch Link Chain\", \"asin\": \"B01LYMU8ON\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Zysta\\nEngraving 3D Bar Name Necklace Personalized Text Message Cool Simple Design Women Customized Dangle Vertical Cuboid Stick Pendant Necklaces Stainless Steel Birthday Gift\", \"asin\": \"B071W8S7C9\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Generic\\nViking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"quantity\": \"\"},\n{\"title\": \"ZENLUNANO\\nCrucifix Cross Necklace for Men and Women with 18K Gold Plated Exquisite Jesus Pendant and Double Adjustable Necklace Chains 16-30 Inch\", \"asin\": \"B0D4792WHH\", \"price\": \"$14.27\", \"quantity\": \"\"},\n{\"title\": \"P. BLAKE\\nStainless Steel Cross Pendant Necklace for Men Boys, Christian Cross Pendant with 16-24 Inches Chain Cross Necklace Jewelry Gifts\", \"asin\": \"B088BGFFDN\", \"price\": \"$12.74\", \"quantity\": \"\"},\n{\"title\": \"Monily\\n18k Real Gold Plated Rope Chain 1.5mm 2.5mm 5mm Stainless Steel Twist Chain Necklace for Men Women 16 Inches 36 Inches\", \"asin\": \"B076VZZJV9\", \"price\": \"$9.84\", \"quantity\": \"\"},\n{\"title\": \"Monily\\nFigaro Chain Necklace Stainless Steel Real Gold Plated Chains for Men Women Jewelry Gift for Men Women\", \"asin\": \"B0769XSVRW\", \"price\": \"$6.98\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Compass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D3X6PCR1\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"Men's Compass Pendant Necklace, Circle Vintage Coin Stainless Steel Compass Necklace Navigator Forged for Male Talisman Travel Jewelry, Inspirational Graduation Gifts (Gifts Box)\", \"asin\": \"B0DHRF4F64\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Chain for Men - Stainless Steel Chains for Mens - Dog Tag Necklace for Pendant, 1-7mm 8-36inches Round Rolo Necklaces for Women\", \"asin\": \"B07QQXHW1F\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Dog Tag Necklace for Men, Men's Stainless Steel Necklace 22\\\"/24\\\"\", \"asin\": \"B0DV5J976Q\", \"price\": \"$22.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Plain Russian Orthodox Cross Pendant Necklace - Choice of Pendant Only or Chain Length\", \"asin\": \"B0BXM6PVD6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Sterling Silver 925 Pendant Minimalistic Religious Unisex Jewelry\", \"asin\": \"B093CCPNJH\", \"price\": \"$12.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Simple Unisex Mens Cross Pendant Jewelry\", \"asin\": \"B073H9KL3V\", \"price\": \"$33.21\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07MG12H81\", \"price\": \"$22.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Fine Jewelry .925 Sterling Silver Mariner Crucifix Anchor Cross Pendant Charm\", \"asin\": \"B01CZ2J3DU\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Compass Pendant Necklace, Stainless Steel Compass Circle Vintage Coin Necklace Navigator Forged for Male Talisman Travel Jewelry\", \"asin\": \"B0CCHMKW6K\", \"price\": \"$12.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Coin Necklace Men's Stainless Steel Necklace Pendant Retro Ecclesiastes Bible Verse Round Medal Necklace Jewelry Gift\", \"asin\": \"B0D99RW43F\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Compass Pendant with Adjustable 21\\\" Necklace Chain | Design-led, artisan jewelry from London\", \"asin\": \"B09FB3VX8C\", \"price\": \"$42.95\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men\", \"asin\": \"B0DHG1WNNK\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch\", \"asin\": \"B07YWJWDSY\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver 1mm & 0.8 Italian Box Chain Necklace 16\\\" - 30\\\" with Silver Polishing Cloth/Dainty & Sturdy Necklace for Women Available in 15 Lengths\", \"asin\": \"B07GST374S\", \"price\": \"$14.03\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Anchor Necklace, Stainless Steel Rope Anchor Pendant, Curb Chain, Nautical Anchor Jewelry Gift for Men and Women\", \"asin\": \"B07VQRT7RB\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Viking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Personalized X-Large Plain Simple Basic Cool Mens Identification Military Army Dog Tag Pendant Necklace For Men Teens Polished Black Gold Silver Tone Stainless Steel 24 Inch Ball Chain Customizable\", \"asin\": \"B0043JTA7S\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEO7Y2\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches\", \"asin\": \"B09KPNG3BS\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Round Aztec Mayan Calendar Charm Pendant - Choice of Pendant Size\", \"asin\": \"B00FENYPIG\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches\", \"asin\": \"B0CDPJLMPW\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B09PBB4G6Q\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B087ZYKS46\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B09TGK39LK\", \"price\": \"$11.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2 Pcs Cross Necklace for Men,Stainless Steel Pendant Silver Black Crosses Chain Jewelry Gifts Box 16-30 inches\", \"asin\": \"B0CDS126KN\", \"price\": \"$12.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift\", \"asin\": \"B0C6MGS28N\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sword Pendant Sterling Silver 925 Dagger Necklace Charm Minimalistic Unisex Handmade Jewelry\", \"asin\": \"B09DQ3HVK7\", \"price\": \"$17.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Om Ohm Pendant Sterling Silver 925 Chakra Namaste Healed Buddha Yoga Spiritual Jewelry\", \"asin\": \"B093DYDTHQ\", \"price\": \"$12.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men - Real 925K Sterling Silver Pendant, Timeless Symbol of Faith, Oxidized Silver Crucifix Necklaces\", \"asin\": \"B0CN5W61PT\", \"price\": \"$56.98\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace Beveled Edge for Men Women 5mm Stainless Steel Diamond Cut Durable Cuban Link Curb Chain Crucifix Pendant Necklace Jewelry 16-30 Inches\", \"asin\": \"B0B2VTYGB5\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Lion Head Mini Medallion Gold and Silver Plated Pendant 20\\\" Cuban Chain Necklace CP 282\", \"asin\": \"B08L5JNPSF\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sterling Silver Crucifix Pendant Necklace for Men Women, Jesus Cross Necklace for Boy Christmas Gift\", \"asin\": \"B0CQ4ZR5L8\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07FPD5D1Y\", \"price\": \"$28.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Real Silver Cross Necklace with 2.5mm Top Craftsmanship Rope Chain for Men Boys Women, Sturdy Shiny Non Tarnish 16-26 Inch\", \"asin\": \"B0DGTC9YPC\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain\", \"asin\": \"B00XN81MR6\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5MM Durable Stainless Steel Diamond Cut Cuban Link Curb Chain with Silver Cross Pendant, Mens Cross Crucifix Necklaces Jewelry 16-30 Inches\", \"asin\": \"B0DLVPKFK2\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry\", \"asin\": \"B093CF36DJ\", \"price\": \"$14.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid 925 Sterling Silver Pendant for Men Women, Genuine Black Onyx Flat Square Gemstone Unique Handcrafted Pendant for Her Him\", \"asin\": \"B0BBZY6YPH\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 9 left in stock - order soon.\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's 925 Sterling Silver Arrow Arrowhead Poseidon Sentimental for Him Boyfriend Pendant Necklace Gift Cords\", \"asin\": \"B071JL8M8T\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Engraving 3D Bar Name Necklace Personalized Text Message Cool Simple Design Women Customized Dangle Vertical Cuboid Stick Pendant Necklaces Stainless Steel Birthday Gift\", \"asin\": \"B071W8S7C9\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women 5mm Big Beveled Edge Men's Stainless Steel Diamond Cut Curb Cuban Link Chain Crucifix Cross Pendant Jewelry 16-30 Inches\", \"asin\": \"B0B5Q3M9LT\", \"price\": \"$29.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy\", \"asin\": \"B08XY38WVH\", \"price\": \"$33.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Simple Pendant Necklace for Men\", \"asin\": \"B0BYXJ8QJ8\", \"price\": \"$33.21\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 7mm Diamond Cut Cuban Link Curb Chain Necklace for Men Women\", \"asin\": \"B07RMZFXWH\", \"price\": \"$69.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Pendant for Men Women, Natural Cabochon Square Gemstone Unique Handcrafted Jewelry for Her Him (, amethyst) ('Garnet)\", \"asin\": \"B0CM25313L\", \"price\": \"$33.99\", \"delivery\": \"FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"2MM Stainless Steel Necklace - Thin Cable Chain for Women & Men, Silver Chains for Pendant Addition or Alone - 16-30 Inch Available\", \"asin\": \"B082S7798X\", \"price\": \"$4.69\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Sterling Silver Cross Necklace with World-class Craft 4mm Cuban Link Chain for Men Boys Women, Durable, Colorfast 16-26 Inch\", \"asin\": \"B0DGTC6DJ9\", \"price\": \"$23.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"22 mm Round Engravable .925 Sterling Silver Pendant Necklace | Customizable Silver Necklace for Women and Men | Sterling Silver Personalized Jewelry\", \"asin\": \"B0777LRN9F\", \"price\": \"$29.79\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sterling Silver Men's Pendant Necklace | Real Man Necklace Jewelry | Silver Pendant Necklaces Gift for Father's Day, Men's Birthdays, Thanksgiving, Christmas\", \"asin\": \"B0DBVGNXGG\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant\", \"asin\": \"B0CVXG8YXG\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:15:46.772Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Pendant for men, silver, plain\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Bling Jewelry\\nPersonalized X-Large Plain Simple Basic Cool Mens Identification Military Army Dog Tag Pendant Necklace For Men Teens Polished Black Gold Silver Tone Stainless Steel 24 Inch Ball Chain Customizable\", \"asin\": \"B0043JTA7S\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"murtoo\\nCompass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D4QLQ7ZL\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"SANNYRA\\nSilver Chain for Men - Stainless Steel Chains for Mens - Dog Tag Necklace for Pendant, 1-7mm 8-36inches Round Rolo Necklaces for Women\", \"asin\": \"B07QNPCT4J\", \"price\": \"$12.18\", \"quantity\": \"\"},\n{\"title\": \"HZMAN\\nMens High Polishing Stainless Steel Dog Tag Pendant Necklace 22+2 Inch Link Chain\", \"asin\": \"B01LYMU8ON\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Zysta\\nEngraving 3D Bar Name Necklace Personalized Text Message Cool Simple Design Women Customized Dangle Vertical Cuboid Stick Pendant Necklaces Stainless Steel Birthday Gift\", \"asin\": \"B071W8S7C9\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Generic\\nViking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"quantity\": \"\"},\n{\"title\": \"ZENLUNANO\\nCrucifix Cross Necklace for Men and Women with 18K Gold Plated Exquisite Jesus Pendant and Double Adjustable Necklace Chains 16-30 Inch\", \"asin\": \"B0D4792WHH\", \"price\": \"$14.27\", \"quantity\": \"\"},\n{\"title\": \"P. BLAKE\\nStainless Steel Cross Pendant Necklace for Men Boys, Christian Cross Pendant with 16-24 Inches Chain Cross Necklace Jewelry Gifts\", \"asin\": \"B088BGFFDN\", \"price\": \"$12.74\", \"quantity\": \"\"},\n{\"title\": \"Monily\\n18k Real Gold Plated Rope Chain 1.5mm 2.5mm 5mm Stainless Steel Twist Chain Necklace for Men Women 16 Inches 36 Inches\", \"asin\": \"B076VZZJV9\", \"price\": \"$9.84\", \"quantity\": \"\"},\n{\"title\": \"Monily\\nFigaro Chain Necklace Stainless Steel Real Gold Plated Chains for Men Women Jewelry Gift for Men Women\", \"asin\": \"B0769XSVRW\", \"price\": \"$6.98\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Compass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D3X6PCR1\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"Men's Compass Pendant Necklace, Circle Vintage Coin Stainless Steel Compass Necklace Navigator Forged for Male Talisman Travel Jewelry, Inspirational Graduation Gifts (Gifts Box)\", \"asin\": \"B0DHRF4F64\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Chain for Men - Stainless Steel Chains for Mens - Dog Tag Necklace for Pendant, 1-7mm 8-36inches Round Rolo Necklaces for Women\", \"asin\": \"B07QQXHW1F\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Dog Tag Necklace for Men, Men's Stainless Steel Necklace 22\\\"/24\\\"\", \"asin\": \"B0DV5J976Q\", \"price\": \"$22.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Plain Russian Orthodox Cross Pendant Necklace - Choice of Pendant Only or Chain Length\", \"asin\": \"B0BXM6PVD6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Sterling Silver 925 Pendant Minimalistic Religious Unisex Jewelry\", \"asin\": \"B093CCPNJH\", \"price\": \"$12.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Simple Unisex Mens Cross Pendant Jewelry\", \"asin\": \"B073H9KL3V\", \"price\": \"$33.21\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07MG12H81\", \"price\": \"$22.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Fine Jewelry .925 Sterling Silver Mariner Crucifix Anchor Cross Pendant Charm\", \"asin\": \"B01CZ2J3DU\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Compass Pendant Necklace, Stainless Steel Compass Circle Vintage Coin Necklace Navigator Forged for Male Talisman Travel Jewelry\", \"asin\": \"B0CCHMKW6K\", \"price\": \"$12.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Coin Necklace Men's Stainless Steel Necklace Pendant Retro Ecclesiastes Bible Verse Round Medal Necklace Jewelry Gift\", \"asin\": \"B0D99RW43F\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Compass Pendant with Adjustable 21\\\" Necklace Chain | Design-led, artisan jewelry from London\", \"asin\": \"B09FB3VX8C\", \"price\": \"$42.95\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men\", \"asin\": \"B0DHG1WNNK\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch\", \"asin\": \"B07YWJWDSY\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver 1mm & 0.8 Italian Box Chain Necklace 16\\\" - 30\\\" with Silver Polishing Cloth/Dainty & Sturdy Necklace for Women Available in 15 Lengths\", \"asin\": \"B07GST374S\", \"price\": \"$14.03\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Anchor Necklace, Stainless Steel Rope Anchor Pendant, Curb Chain, Nautical Anchor Jewelry Gift for Men and Women\", \"asin\": \"B07VQRT7RB\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Viking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Personalized X-Large Plain Simple Basic Cool Mens Identification Military Army Dog Tag Pendant Necklace For Men Teens Polished Black Gold Silver Tone Stainless Steel 24 Inch Ball Chain Customizable\", \"asin\": \"B0043JTA7S\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEO7Y2\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches\", \"asin\": \"B09KPNG3BS\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Round Aztec Mayan Calendar Charm Pendant - Choice of Pendant Size\", \"asin\": \"B00FENYPIG\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches\", \"asin\": \"B0CDPJLMPW\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B09PBB4G6Q\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B087ZYKS46\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B09TGK39LK\", \"price\": \"$11.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2 Pcs Cross Necklace for Men,Stainless Steel Pendant Silver Black Crosses Chain Jewelry Gifts Box 16-30 inches\", \"asin\": \"B0CDS126KN\", \"price\": \"$12.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift\", \"asin\": \"B0C6MGS28N\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sword Pendant Sterling Silver 925 Dagger Necklace Charm Minimalistic Unisex Handmade Jewelry\", \"asin\": \"B09DQ3HVK7\", \"price\": \"$17.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Om Ohm Pendant Sterling Silver 925 Chakra Namaste Healed Buddha Yoga Spiritual Jewelry\", \"asin\": \"B093DYDTHQ\", \"price\": \"$12.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men - Real 925K Sterling Silver Pendant, Timeless Symbol of Faith, Oxidized Silver Crucifix Necklaces\", \"asin\": \"B0CN5W61PT\", \"price\": \"$56.98\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace Beveled Edge for Men Women 5mm Stainless Steel Diamond Cut Durable Cuban Link Curb Chain Crucifix Pendant Necklace Jewelry 16-30 Inches\", \"asin\": \"B0B2VTYGB5\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Lion Head Mini Medallion Gold and Silver Plated Pendant 20\\\" Cuban Chain Necklace CP 282\", \"asin\": \"B08L5JNPSF\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sterling Silver Crucifix Pendant Necklace for Men Women, Jesus Cross Necklace for Boy Christmas Gift\", \"asin\": \"B0CQ4ZR5L8\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07FPD5D1Y\", \"price\": \"$28.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Real Silver Cross Necklace with 2.5mm Top Craftsmanship Rope Chain for Men Boys Women, Sturdy Shiny Non Tarnish 16-26 Inch\", \"asin\": \"B0DGTC9YPC\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain\", \"asin\": \"B00XN81MR6\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5MM Durable Stainless Steel Diamond Cut Cuban Link Curb Chain with Silver Cross Pendant, Mens Cross Crucifix Necklaces Jewelry 16-30 Inches\", \"asin\": \"B0DLVPKFK2\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry\", \"asin\": \"B093CF36DJ\", \"price\": \"$14.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid 925 Sterling Silver Pendant for Men Women, Genuine Black Onyx Flat Square Gemstone Unique Handcrafted Pendant for Her Him\", \"asin\": \"B0BBZY6YPH\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 9 left in stock - order soon.\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's 925 Sterling Silver Arrow Arrowhead Poseidon Sentimental for Him Boyfriend Pendant Necklace Gift Cords\", \"asin\": \"B071JL8M8T\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Engraving 3D Bar Name Necklace Personalized Text Message Cool Simple Design Women Customized Dangle Vertical Cuboid Stick Pendant Necklaces Stainless Steel Birthday Gift\", \"asin\": \"B071W8S7C9\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women 5mm Big Beveled Edge Men's Stainless Steel Diamond Cut Curb Cuban Link Chain Crucifix Cross Pendant Jewelry 16-30 Inches\", \"asin\": \"B0B5Q3M9LT\", \"price\": \"$29.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy\", \"asin\": \"B08XY38WVH\", \"price\": \"$33.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Simple Pendant Necklace for Men\", \"asin\": \"B0BYXJ8QJ8\", \"price\": \"$33.21\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 7mm Diamond Cut Cuban Link Curb Chain Necklace for Men Women\", \"asin\": \"B07RMZFXWH\", \"price\": \"$69.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Pendant for Men Women, Natural Cabochon Square Gemstone Unique Handcrafted Jewelry for Her Him (, amethyst) ('Garnet)\", \"asin\": \"B0CM25313L\", \"price\": \"$33.99\", \"delivery\": \"FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"2MM Stainless Steel Necklace - Thin Cable Chain for Women & Men, Silver Chains for Pendant Addition or Alone - 16-30 Inch Available\", \"asin\": \"B082S7798X\", \"price\": \"$4.69\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Sterling Silver Cross Necklace with World-class Craft 4mm Cuban Link Chain for Men Boys Women, Durable, Colorfast 16-26 Inch\", \"asin\": \"B0DGTC6DJ9\", \"price\": \"$23.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"22 mm Round Engravable .925 Sterling Silver Pendant Necklace | Customizable Silver Necklace for Women and Men | Sterling Silver Personalized Jewelry\", \"asin\": \"B0777LRN9F\", \"price\": \"$29.79\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sterling Silver Men's Pendant Necklace | Real Man Necklace Jewelry | Silver Pendant Necklaces Gift for Father's Day, Men's Birthdays, Thanksgiving, Christmas\", \"asin\": \"B0DBVGNXGG\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant\", \"asin\": \"B0CVXG8YXG\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:16:08.041Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-08T00:16:08.041Z
click_product
B0777LRN9F
rule
train
99
2025-04-08T00:16:08.041Z
click_product
B0777LRN9F
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-04T20:26:53.926Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-04T20:26:58.145Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:26:59.924Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-04T20:27:36.533Z", "action": "click_product", "action_argument": "B083MW6QVX"} {"timestamp": "2025-04-05T19:02:57.880Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:02:57.917Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-05T19:03:21.354Z", "action": "purchase", "action_argument": "B0D8LBCHGN"} {"timestamp": "2025-04-06T21:26:50.441Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:30:03.683Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-06T21:30:08.178Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:25.457Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-06T21:31:42.805Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-06T21:31:55.637Z", "action": "click_product", "action_argument": "B09XS7JWHH"} {"timestamp": "2025-04-07T00:42:23.928Z", "action": "input", "action_argument": "meebook"} {"timestamp": "2025-04-07T00:42:24.171Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T00:42:59.089Z", "action": "click_product", "action_argument": "B0DWS9K4WW"} {"timestamp": "2025-04-07T00:46:03.300Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T00:47:16.379Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-04-07T03:54:02.560Z", "action": "input", "action_argument": "\u9ebb\u5c06\u684c"} {"timestamp": "2025-04-07T03:54:02.794Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-07T22:31:40.276Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537\u6625\u79cb"} {"timestamp": "2025-04-07T22:31:40.528Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:31:44.661Z", "action": "input", "action_argument": "\u683c\u5b50\u957f\u8896\u886c\u886b\u7537"} {"timestamp": "2025-04-07T22:31:44.994Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:32:00.293Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:32:00.701Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-07T22:46:27.644Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:46:27.885Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:40.486Z", "action": "input", "action_argument": "\u6e05\u6d01\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.438Z", "action": "input", "action_argument": "\u9762\u819c"} {"timestamp": "2025-04-07T22:47:45.707Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T22:47:55.223Z", "action": "input", "action_argument": "\u79d1\u989c\u6c0f \u9762\u819c"} {"timestamp": "2025-04-07T22:47:55.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:37:23.056Z", "action": "input", "action_argument": "\u540a\u5760"} {"timestamp": "2025-04-07T23:37:33.683Z", "action": "input", "action_argument": "\u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:37:33.946Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-07T23:42:50.283Z", "action": "input", "action_argument": "\u5706\u724c \u540a\u5760 \u7537"} {"timestamp": "2025-04-07T23:42:50.544Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:23.790Z", "action": "input", "action_argument": "Pendant Men"} {"timestamp": "2025-04-08T00:10:24.050Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:10:31.772Z", "action": "click_product", "action_argument": "B081LKNH95"} {"timestamp": "2025-04-08T00:10:48.795Z", "action": "click_product", "action_argument": "B0D6RDJ1QV"} {"timestamp": "2025-04-08T00:10:52.827Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-08T00:12:56.843Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:12:57.156Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:13:08.211Z", "action": "click_product", "action_argument": "B09YNCRJ6J"} {"timestamp": "2025-04-08T00:13:50.730Z", "action": "input", "action_argument": "Pendant Men silver"} {"timestamp": "2025-04-08T00:14:07.957Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:08.250Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:14:32.224Z", "action": "input", "action_argument": "Pendant for men, silver, solid color"} {"timestamp": "2025-04-08T00:14:36.790Z", "action": "input", "action_argument": "Pendant for men, silver, plain"} {"timestamp": "2025-04-08T00:14:39.444Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-08T00:15:46.772Z", "action": "click_product", "action_argument": "B0043JTA7S"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "Pendant for men, silver, plain"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "price": "$28.00", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$89.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 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14 for Prime members"}, {"title": "Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains", "asin": "B0DM4TKSH1", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver 1mm & 0.8 Italian Box Chain Necklace 16\" - 30\" with Silver Polishing Cloth/Dainty & Sturdy Necklace for Women Available in 15 Lengths", "asin": "B07GST374S", "price": "$14.03", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Anchor Necklace, Stainless Steel Rope Anchor Pendant, Curb Chain, Nautical Anchor Jewelry Gift for Men and Women", "asin": "B07VQRT7RB", "price": "$7.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Viking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary", "asin": "B0DK579CF4", "price": "$43.19", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Personalized X-Large Plain Simple Basic Cool Mens Identification Military Army Dog Tag Pendant Necklace For Men Teens Polished Black Gold Silver Tone Stainless Steel 24 Inch Ball Chain Customizable", "asin": "B0043JTA7S", "price": "$17.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue", "asin": "B01FSEO7Y2", "price": "$8.49", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches", "asin": "B09KPNG3BS", "price": "$29.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Round Aztec Mayan Calendar Charm Pendant - Choice of Pendant Size", "asin": "B00FENYPIG", "price": "$59.99", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches", "asin": "B0CDPJLMPW", "price": "$15.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\"-26\"", "asin": "B09PBB4G6Q", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry", "asin": "B087ZYKS46", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry", "asin": "B09TGK39LK", "price": "$11.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "2 Pcs Cross Necklace for Men,Stainless Steel Pendant Silver Black Crosses Chain Jewelry Gifts Box 16-30 inches", "asin": "B0CDS126KN", "price": "$12.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift", "asin": "B0C6MGS28N", "price": "$27.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches", "asin": "B0DK6ZX74H", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Sword Pendant Sterling Silver 925 Dagger Necklace Charm Minimalistic Unisex Handmade Jewelry", "asin": "B09DQ3HVK7", "price": "$17.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Om Ohm Pendant Sterling Silver 925 Chakra Namaste Healed Buddha Yoga Spiritual Jewelry", "asin": "B093DYDTHQ", "price": "$12.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Necklace for Men - Real 925K Sterling Silver Pendant, Timeless Symbol of Faith, Oxidized Silver Crucifix Necklaces", "asin": "B0CN5W61PT", "price": "$56.98", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\"-26\"", "asin": "B075RVHX62", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Cross Necklace Beveled Edge for Men Women 5mm Stainless Steel Diamond Cut Durable Cuban Link Curb Chain Crucifix Pendant Necklace Jewelry 16-30 Inches", "asin": "B0B2VTYGB5", "price": "$33.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's Lion Head Mini Medallion Gold and Silver Plated Pendant 20\" Cuban Chain Necklace CP 282", "asin": "B08L5JNPSF", "price": "$11.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver", "asin": "B07D23C6TC", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Sterling Silver Crucifix Pendant Necklace for Men Women, Jesus Cross Necklace for Boy Christmas Gift", "asin": "B0CQ4ZR5L8", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Solid 925 Sterling Silver Italian 5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy", "asin": "B07FPD5D1Y", "price": "$28.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Real Silver Cross Necklace with 2.5mm Top Craftsmanship Rope Chain for Men Boys Women, Sturdy Shiny Non Tarnish 16-26 Inch", "asin": "B0DGTC9YPC", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches", "asin": "B0CQ82319S", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain", "asin": "B00XN81MR6", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Cross Necklace for Men Women, 5MM Durable Stainless Steel Diamond Cut Cuban Link Curb Chain with Silver Cross Pendant, Mens Cross Crucifix Necklaces Jewelry 16-30 Inches", "asin": "B0DLVPKFK2", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry", "asin": "B093CF36DJ", "price": "$14.90", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Solid 925 Sterling Silver Pendant for Men Women, Genuine Black Onyx Flat Square Gemstone Unique Handcrafted Pendant for Her Him", "asin": "B0BBZY6YPH", "price": "$29.99", "delivery": "FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 9 left in stock - order soon."}, {"title": "925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy", "asin": "B07QGKQC65", "price": "$37.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Men's 925 Sterling Silver Arrow Arrowhead Poseidon Sentimental for Him Boyfriend Pendant Necklace Gift Cords", "asin": "B071JL8M8T", "price": "$26.99", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Engraving 3D Bar Name Necklace Personalized Text Message Cool Simple Design Women Customized Dangle Vertical Cuboid Stick Pendant Necklaces Stainless Steel Birthday Gift", "asin": "B071W8S7C9", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Cross Necklace for Men Women 5mm Big Beveled Edge Men's Stainless Steel Diamond Cut Curb Cuban Link Chain Crucifix Cross Pendant Jewelry 16-30 Inches", "asin": "B0B5Q3M9LT", "price": "$29.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy", "asin": "B08XY38WVH", "price": "$33.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "925 Sterling Silver Cross Simple Pendant Necklace for Men", "asin": "B0BYXJ8QJ8", "price": "$33.21", "delivery": "FREE delivery Thu, Apr 10"}, {"title": "Solid 925 Sterling Silver Italian 7mm Diamond Cut Cuban Link Curb Chain Necklace for Men Women", "asin": "B07RMZFXWH", "price": "$69.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Solid 925 Sterling Silver Pendant for Men Women, Natural Cabochon Square Gemstone Unique Handcrafted Jewelry for Her Him (, amethyst) ('Garnet)", "asin": "B0CM25313L", "price": "$33.99", "delivery": "FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 2 left in stock - order soon."}, {"title": "2MM Stainless Steel Necklace - Thin Cable Chain for Women & Men, Silver Chains for Pendant Addition or Alone - 16-30 Inch Available", "asin": "B082S7798X", "price": "$4.69", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\"", "asin": "B07QP9GPNF", "price": "$21.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Sterling Silver Cross Necklace with World-class Craft 4mm Cuban Link Chain for Men Boys Women, Durable, Colorfast 16-26 Inch", "asin": "B0DGTC6DJ9", "price": "$23.09", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "22 mm Round Engravable .925 Sterling Silver Pendant Necklace | Customizable Silver Necklace for Women and Men | Sterling Silver Personalized Jewelry", "asin": "B0777LRN9F", "price": "$29.79", "delivery": " Two-Day FREE delivery Wed, Apr 9"}, {"title": "Sterling Silver Men's Pendant Necklace | Real Man Necklace Jewelry | Silver Pendant Necklaces Gift for Father's Day, Men's Birthdays, Thanksgiving, Christmas", "asin": "B0DBVGNXGG", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}, {"title": "Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant", "asin": "B0CVXG8YXG", "price": "$25.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-08T00:16:08.041Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer>{\"timestamp\": \"2025-04-08T00:16:08.041Z\",\"action\": \"click_product\",\"acion_argument\": \"B0777LRN9F\",}</answer>", "style": "rule" }
{ "answer": "<answer>{\"timestamp\": \"2025-04-08T00:16:08.041Z\",\"action\": \"click_product\",\"acion_argument\": \"B0777LRN9F\",}</answer>", "index": 99, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:26:53.926Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:26:58.145Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:26:59.924Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:27:36.533Z\", \"action\": \"click_product\", \"action_argument\": \"B083MW6QVX\"}\n{\"timestamp\": \"2025-04-05T19:02:57.880Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:02:57.917Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-05T19:03:21.354Z\", \"action\": \"purchase\", \"action_argument\": \"B0D8LBCHGN\"}\n{\"timestamp\": \"2025-04-06T21:26:50.441Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:30:03.683Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T21:30:08.178Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:25.457Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T21:31:42.805Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T21:31:55.637Z\", \"action\": \"click_product\", \"action_argument\": \"B09XS7JWHH\"}\n{\"timestamp\": \"2025-04-07T00:42:23.928Z\", \"action\": \"input\", \"action_argument\": \"meebook\"}\n{\"timestamp\": \"2025-04-07T00:42:24.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T00:42:59.089Z\", \"action\": \"click_product\", \"action_argument\": \"B0DWS9K4WW\"}\n{\"timestamp\": \"2025-04-07T00:46:03.300Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T00:47:16.379Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-04-07T03:54:02.560Z\", \"action\": \"input\", \"action_argument\": \"\\u9ebb\\u5c06\\u684c\"}\n{\"timestamp\": \"2025-04-07T03:54:02.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-07T22:31:40.276Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\\u6625\\u79cb\"}\n{\"timestamp\": \"2025-04-07T22:31:40.528Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:31:44.661Z\", \"action\": \"input\", \"action_argument\": \"\\u683c\\u5b50\\u957f\\u8896\\u886c\\u886b\\u7537\"}\n{\"timestamp\": \"2025-04-07T22:31:44.994Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:32:00.293Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:32:00.701Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-07T22:46:27.644Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:46:27.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:40.486Z\", \"action\": \"input\", \"action_argument\": \"\\u6e05\\u6d01\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.438Z\", \"action\": \"input\", \"action_argument\": \"\\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:45.707Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T22:47:55.223Z\", \"action\": \"input\", \"action_argument\": \"\\u79d1\\u989c\\u6c0f \\u9762\\u819c\"}\n{\"timestamp\": \"2025-04-07T22:47:55.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:37:23.056Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760\"}\n{\"timestamp\": \"2025-04-07T23:37:33.683Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:37:33.946Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-07T23:42:50.283Z\", \"action\": \"input\", \"action_argument\": \"\\u5706\\u724c \\u540a\\u5760 \\u7537\"}\n{\"timestamp\": \"2025-04-07T23:42:50.544Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:23.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men\"}\n{\"timestamp\": \"2025-04-08T00:10:24.050Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:10:31.772Z\", \"action\": \"click_product\", \"action_argument\": \"B081LKNH95\"}\n{\"timestamp\": \"2025-04-08T00:10:48.795Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6RDJ1QV\"}\n{\"timestamp\": \"2025-04-08T00:10:52.827Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:12:56.843Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:12:57.156Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:13:08.211Z\", \"action\": \"click_product\", \"action_argument\": \"B09YNCRJ6J\"}\n{\"timestamp\": \"2025-04-08T00:13:50.730Z\", \"action\": \"input\", \"action_argument\": \"Pendant Men silver\"}\n{\"timestamp\": \"2025-04-08T00:14:07.957Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:08.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:14:32.224Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, solid color\"}\n{\"timestamp\": \"2025-04-08T00:14:36.790Z\", \"action\": \"input\", \"action_argument\": \"Pendant for men, silver, plain\"}\n{\"timestamp\": \"2025-04-08T00:14:39.444Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T00:15:46.772Z\", \"action\": \"click_product\", \"action_argument\": \"B0043JTA7S\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Pendant for men, silver, plain\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"price\": \"$28.00\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home(Deep Color,M)\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.74\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$57.50\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Bling Jewelry\\nPersonalized X-Large Plain Simple Basic Cool Mens Identification Military Army Dog Tag Pendant Necklace For Men Teens Polished Black Gold Silver Tone Stainless Steel 24 Inch Ball Chain Customizable\", \"asin\": \"B0043JTA7S\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"murtoo\\nCompass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D4QLQ7ZL\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"SANNYRA\\nSilver Chain for Men - Stainless Steel Chains for Mens - Dog Tag Necklace for Pendant, 1-7mm 8-36inches Round Rolo Necklaces for Women\", \"asin\": \"B07QNPCT4J\", \"price\": \"$12.18\", \"quantity\": \"\"},\n{\"title\": \"HZMAN\\nMens High Polishing Stainless Steel Dog Tag Pendant Necklace 22+2 Inch Link Chain\", \"asin\": \"B01LYMU8ON\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Zysta\\nEngraving 3D Bar Name Necklace Personalized Text Message Cool Simple Design Women Customized Dangle Vertical Cuboid Stick Pendant Necklaces Stainless Steel Birthday Gift\", \"asin\": \"B071W8S7C9\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Generic\\nViking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"quantity\": \"\"},\n{\"title\": \"ZENLUNANO\\nCrucifix Cross Necklace for Men and Women with 18K Gold Plated Exquisite Jesus Pendant and Double Adjustable Necklace Chains 16-30 Inch\", \"asin\": \"B0D4792WHH\", \"price\": \"$14.27\", \"quantity\": \"\"},\n{\"title\": \"P. BLAKE\\nStainless Steel Cross Pendant Necklace for Men Boys, Christian Cross Pendant with 16-24 Inches Chain Cross Necklace Jewelry Gifts\", \"asin\": \"B088BGFFDN\", \"price\": \"$12.74\", \"quantity\": \"\"},\n{\"title\": \"Monily\\n18k Real Gold Plated Rope Chain 1.5mm 2.5mm 5mm Stainless Steel Twist Chain Necklace for Men Women 16 Inches 36 Inches\", \"asin\": \"B076VZZJV9\", \"price\": \"$9.84\", \"quantity\": \"\"},\n{\"title\": \"Monily\\nFigaro Chain Necklace Stainless Steel Real Gold Plated Chains for Men Women Jewelry Gift for Men Women\", \"asin\": \"B0769XSVRW\", \"price\": \"$6.98\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Compass Necklace for Men Women, Stainless Steel Necklace with Compass Coin Pendant, Gold Silver Mens Necklace Gift Ideal\", \"asin\": \"B0D3X6PCR1\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"Men's Compass Pendant Necklace, Circle Vintage Coin Stainless Steel Compass Necklace Navigator Forged for Male Talisman Travel Jewelry, Inspirational Graduation Gifts (Gifts Box)\", \"asin\": \"B0DHRF4F64\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Chain for Men - Stainless Steel Chains for Mens - Dog Tag Necklace for Pendant, 1-7mm 8-36inches Round Rolo Necklaces for Women\", \"asin\": \"B07QQXHW1F\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Dog Tag Necklace for Men, Men's Stainless Steel Necklace 22\\\"/24\\\"\", \"asin\": \"B0DV5J976Q\", \"price\": \"$22.00\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Plain Russian Orthodox Cross Pendant Necklace - Choice of Pendant Only or Chain Length\", \"asin\": \"B0BXM6PVD6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Sterling Silver Diamond Cut Thick Solid Cross Pendant 1.5\\\" Long Choose Your Color (Fit Upto 6mm Link Chain)\", \"asin\": \"B00JV6MB0Q\", \"price\": \"$22.00\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Compass Pendant Necklace Stainless Steel Navigator Forged for Male Jewelry\", \"asin\": \"B09YNCRJ6J\", \"price\": \"$15.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Sterling Silver 925 Pendant Minimalistic Religious Unisex Jewelry\", \"asin\": \"B093CCPNJH\", \"price\": \"$12.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Simple Unisex Mens Cross Pendant Jewelry\", \"asin\": \"B073H9KL3V\", \"price\": \"$33.21\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian Solid 925 Sterling Silver 3.5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07MG12H81\", \"price\": \"$22.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Fine Jewelry .925 Sterling Silver Mariner Crucifix Anchor Cross Pendant Charm\", \"asin\": \"B01CZ2J3DU\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Men's Compass Pendant Necklace, Stainless Steel Compass Circle Vintage Coin Necklace Navigator Forged for Male Talisman Travel Jewelry\", \"asin\": \"B0CCHMKW6K\", \"price\": \"$12.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Coin Necklace Men's Stainless Steel Necklace Pendant Retro Ecclesiastes Bible Verse Round Medal Necklace Jewelry Gift\", \"asin\": \"B0D99RW43F\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Compass Pendant with Adjustable 21\\\" Necklace Chain | Design-led, artisan jewelry from London\", \"asin\": \"B09FB3VX8C\", \"price\": \"$42.95\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Animal Necklace 925 Sterling Beast Pendant Irish Celtic Knot Necklace Pendant Fathers Day Birthday Christmas Gifts for Men\", \"asin\": \"B0DHG1WNNK\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men, Silver Black Gold Stainless Steel Plain Cross Pendant Necklace for Men Box Chain 16-30 Inch\", \"asin\": \"B07YWJWDSY\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Mens Silver Necklace with Pendant Handmade 23\\\" Surfer Cuban Link Chain with Stainless Steel Pendant Premium Jewelry Gift for Him\", \"asin\": \"B0BC1BQN86\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 11 - 14 for Prime members\"},\n{\"title\": \"Exquisite Cross Necklace for Men and Women, Silver/Gold/Black Cross Chain with Top-grade 316L Stainless Steel Cross Pendant, 18-24 Inch Box/Byzantine Chains\", \"asin\": \"B0DM4TKSH1\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver 1mm & 0.8 Italian Box Chain Necklace 16\\\" - 30\\\" with Silver Polishing Cloth/Dainty & Sturdy Necklace for Women Available in 15 Lengths\", \"asin\": \"B07GST374S\", \"price\": \"$14.03\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Anchor Necklace, Stainless Steel Rope Anchor Pendant, Curb Chain, Nautical Anchor Jewelry Gift for Men and Women\", \"asin\": \"B07VQRT7RB\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Viking Necklace for Men 925 Sterling Silver Norse Mythology Protection Pendant Raven/Wolf/Celtic Knot Amulet Jewelry Gifts for Birthday Anniversary\", \"asin\": \"B0DK579CF4\", \"price\": \"$43.19\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Personalized X-Large Plain Simple Basic Cool Mens Identification Military Army Dog Tag Pendant Necklace For Men Teens Polished Black Gold Silver Tone Stainless Steel 24 Inch Ball Chain Customizable\", \"asin\": \"B0043JTA7S\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Stainless Steel High Polish Hollow Openwork Cross Pendant Necklace for Men Women, Hypoallergenic, Silver, Gold, Black, Blue\", \"asin\": \"B01FSEO7Y2\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5mm Stainless Steel Diamond-Cut Durable Figaro Link Chain or Cuban Link Curb Chain for Men, Mens Silver Crucifix Cross Pendant Necklaces Jewelry 16-30 Inches\", \"asin\": \"B09KPNG3BS\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Round Aztec Mayan Calendar Charm Pendant - Choice of Pendant Size\", \"asin\": \"B00FENYPIG\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Initial A-Z Letter Necklace for Men Boys Women, Stainless Steel Cuban Link Chain Letter Pendant Necklaces Capital Monogram Necklace Jewelry Gifts for Men 20+2 Inches\", \"asin\": \"B0CDPJLMPW\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B09PBB4G6Q\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Compass Necklace for Men Chain Stainless Steel Compass Pendants Male Jewelry\", \"asin\": \"B087ZYKS46\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Initial Letter Pendant Necklace for Men Women, 14K Gold Plated Square Capital Monogram Necklace Alphabets from A-Z Figaro Chain Jewelry\", \"asin\": \"B09TGK39LK\", \"price\": \"$11.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"2 Pcs Cross Necklace for Men,Stainless Steel Pendant Silver Black Crosses Chain Jewelry Gifts Box 16-30 inches\", \"asin\": \"B0CDS126KN\", \"price\": \"$12.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Blue Sapphire Men's Pendant, 925 Sterling Silver, Hammered, Birthday Gift\", \"asin\": \"B0C6MGS28N\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Pendant Necklace for Men, Silver Tone/Gold Plated/Black Mens Penddant Necklaces with 2.5 mm Box Chain, Stainless Steel Bar Chain, 18-28 Inches\", \"asin\": \"B0DK6ZX74H\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sword Pendant Sterling Silver 925 Dagger Necklace Charm Minimalistic Unisex Handmade Jewelry\", \"asin\": \"B09DQ3HVK7\", \"price\": \"$17.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Om Ohm Pendant Sterling Silver 925 Chakra Namaste Healed Buddha Yoga Spiritual Jewelry\", \"asin\": \"B093DYDTHQ\", \"price\": \"$12.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Necklace for Men - Real 925K Sterling Silver Pendant, Timeless Symbol of Faith, Oxidized Silver Crucifix Necklaces\", \"asin\": \"B0CN5W61PT\", \"price\": \"$56.98\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Tungsten Bar Necklace for Men, Men's Pendant Necklace God/Silver 20\\\"-26\\\"\", \"asin\": \"B075RVHX62\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace Beveled Edge for Men Women 5mm Stainless Steel Diamond Cut Durable Cuban Link Curb Chain Crucifix Pendant Necklace Jewelry 16-30 Inches\", \"asin\": \"B0B2VTYGB5\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's Lion Head Mini Medallion Gold and Silver Plated Pendant 20\\\" Cuban Chain Necklace CP 282\", \"asin\": \"B08L5JNPSF\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Men's Stainless Steel Nail Cross Pendant Necklace with 24 Inch Chain Polished Black Gold Silver\", \"asin\": \"B07D23C6TC\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Sterling Silver Crucifix Pendant Necklace for Men Women, Jesus Cross Necklace for Boy Christmas Gift\", \"asin\": \"B0CQ4ZR5L8\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 5mm Diamond Cut Cuban Link Curb Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07FPD5D1Y\", \"price\": \"$28.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Real Silver Cross Necklace with 2.5mm Top Craftsmanship Rope Chain for Men Boys Women, Sturdy Shiny Non Tarnish 16-26 Inch\", \"asin\": \"B0DGTC9YPC\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Silver Tone Cross Necklace for Men, Mens Cross Necklaces with 3.5mm Chain and Stainless Steel Pendant, Cuban Chain 16-24 Inches\", \"asin\": \"B0CQ82319S\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Mens Polished Stainless Steel Silver Cross Pendant Necklace 22+2 Inches Chain\", \"asin\": \"B00XN81MR6\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women, 5MM Durable Stainless Steel Diamond Cut Cuban Link Curb Chain with Silver Cross Pendant, Mens Cross Crucifix Necklaces Jewelry 16-30 Inches\", \"asin\": \"B0DLVPKFK2\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Cross Pendant Sterling Silver 925 Wood Textured Religious Unisex Jewelry\", \"asin\": \"B093CF36DJ\", \"price\": \"$14.90\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Solid 925 Sterling Silver Pendant for Men Women, Genuine Black Onyx Flat Square Gemstone Unique Handcrafted Pendant for Her Him\", \"asin\": \"B0BBZY6YPH\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 9 left in stock - order soon.\"},\n{\"title\": \"925 Sterling Silver Italian 5mm Diamond-Cut Figaro Link Chain Necklace for Women Men, Made in Italy\", \"asin\": \"B07QGKQC65\", \"price\": \"$37.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Men's 925 Sterling Silver Arrow Arrowhead Poseidon Sentimental for Him Boyfriend Pendant Necklace Gift Cords\", \"asin\": \"B071JL8M8T\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Engraving 3D Bar Name Necklace Personalized Text Message Cool Simple Design Women Customized Dangle Vertical Cuboid Stick Pendant Necklaces Stainless Steel Birthday Gift\", \"asin\": \"B071W8S7C9\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Necklace for Men Women 5mm Big Beveled Edge Men's Stainless Steel Diamond Cut Curb Cuban Link Chain Crucifix Cross Pendant Jewelry 16-30 Inches\", \"asin\": \"B0B5Q3M9LT\", \"price\": \"$29.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Rhodium Plated 925 Sterling Silver Small or Large Crucifix Necklace for Men Women, Cross Pendant with Rope Chain, Made in Italy\", \"asin\": \"B08XY38WVH\", \"price\": \"$33.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"925 Sterling Silver Cross Simple Pendant Necklace for Men\", \"asin\": \"B0BYXJ8QJ8\", \"price\": \"$33.21\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Solid 925 Sterling Silver Italian 7mm Diamond Cut Cuban Link Curb Chain Necklace for Men Women\", \"asin\": \"B07RMZFXWH\", \"price\": \"$69.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Solid 925 Sterling Silver Pendant for Men Women, Natural Cabochon Square Gemstone Unique Handcrafted Jewelry for Her Him (, amethyst) ('Garnet)\", \"asin\": \"B0CM25313L\", \"price\": \"$33.99\", \"delivery\": \"FREE delivery Apr 29 - May 7 Or fastest delivery Apr 14 - 16 Only 2 left in stock - order soon.\"},\n{\"title\": \"2MM Stainless Steel Necklace - Thin Cable Chain for Women & Men, Silver Chains for Pendant Addition or Alone - 16-30 Inch Available\", \"asin\": \"B082S7798X\", \"price\": \"$4.69\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Galis Mens Necklace - Premium Stainless Steel for Men, Non Tarnish with Triangle Black Enamel Pendant, Chain Pendants, Stylish - Gifts for Him 24\\\"\", \"asin\": \"B07QP9GPNF\", \"price\": \"$21.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Italian 925 Sterling Silver Cross Necklace for Men, 18k Gold Over Sterling Silver Cross Necklace with World-class Craft 4mm Cuban Link Chain for Men Boys Women, Durable, Colorfast 16-26 Inch\", \"asin\": \"B0DGTC6DJ9\", \"price\": \"$23.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"22 mm Round Engravable .925 Sterling Silver Pendant Necklace | Customizable Silver Necklace for Women and Men | Sterling Silver Personalized Jewelry\", \"asin\": \"B0777LRN9F\", \"price\": \"$29.79\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"Sterling Silver Men's Pendant Necklace | Real Man Necklace Jewelry | Silver Pendant Necklaces Gift for Father's Day, Men's Birthdays, Thanksgiving, Christmas\", \"asin\": \"B0DBVGNXGG\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Natural Red Garnet Pendant Necklace Mens Garnet Pendant 925 Sterling Silver Necklace Pendant Hammered Mens Pendant Birthday Gift For Him Gemstone Mens Necklace Pendant\", \"asin\": \"B0CVXG8YXG\", \"price\": \"$25.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T00:16:08.041Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }