prompt.content: <|im_start|>system
  You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
  <|im_end|>
  <|im_start|>user
  You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
  Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 
  
  <|actionspace_start|>
  Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
  1. input:
  Action: Type text into an input field to search for a specific product. 
  Action Argument: the input_text is the specific text entered by the customer.
  {
  "timestamp": "timestamp",
  "action": "input",
  "action_argument": "input_text",
  }
  
  2. click:
  Action: Click on a UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  3. click_product:
  Action: Click on product links or product images.
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
  {
  "timestamp": "timestamp",
  "action": "click_product",
  "action_argument": "product_asin",
  }
  
  4. purchase:
  Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
  {
  "timestamp": "timestamp",
  "action": "purchase",
  "action_argument": "product_asin",
  }
  <|actionspace_end|>
  
  <|memory_start|>
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-08T03:13:12.736Z", "action": "input", "action_argument": "502 "}
  {"timestamp": "2025-04-08T03:13:12.820Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-08T03:13:59.261Z", "action": "click_product", "action_argument": "B00C32MHJU"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": "502 super glue"}],
  "cart_items": [{"title": "VIWIK Reusable Chopsticks 5 Pairs Premium Fiberglass Chop sticks \u2013 Lightweight Non-Slip Design Easy to Clean Dishwasher Safe 9 1/2 Inches \u2013 Gift Set", "asin": "B08R8DHTD5", "price": "$12.99", "quantity": "1"},
  {"title": "HOUAGI LED TV Stand for Televisions up to 65 Inchs,Modern Entertainment Center with Storage Drawer and Glass Shelf, TV Console Table for Living Room,Bedroom (Black, 63in)", "asin": "B0BVVWBR7F", "price": "$89.99", "quantity": "1"},
  {"title": "HUANUO 63\u2033 Dual Motor L-Shaped Standing Desk, Built-in Power Outlets, Electric Height Adjustable Corner Computer Desk, Large Power Strip Holder, Sit Stand Up Desk with 3 Preset Heights, Black", "asin": "B0CP9GVVKP", "price": "$249.99", "quantity": "1"}],
  "product_details": [{"asin": "B00C32MHJU"},
  {"title": "Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models"},
  {"price": "$13.99"},
  {"bullet_list": "\u2705 PREMIUM SUPER GLUE, SINCE 1988: For over 33 years, Starbond CA glues have been produced in smaller batch productions for product freshness. We take pride in serving industrial-grade cyanoacrylate adhesives with a longer shelf life and more reliable performance. \u2705 GLUE LIKE A PRO: Starbond medium cyanoacrylate is the go-to adhesive for woodworking bonding applications, quick glue-ups at home, crack repairs in woodturning, 3D-printed PLA, ABS, PETG, and polycarbonate models, and much more! \u2705 ELEVATE YOUR GLUE GAME: With your success in mind, we partnered with industry experts to produce CA glue tips and tricks video tutorials for you \u2014 scan the QR code on the backside of the bottle using your phone for pro tips! \u2705 PRODUCT SPECS: Penetrating abilities of up to 0.006\" in size, 150 cps viscosity, has a drying time of 15-20, and a liquid consistency comparable to that of motor oil. Avoid using on low surface energy material such as polyethylene and polypropylene plastics, and silicone. To surface prep hard-to-bond material, use an abrasive to roughen up the mating surface when bonding smooth surfaces! \u2705 SATISFACTION GUARANTEED: We offer a 30-month Shelf Life Warranty for glues stored under 40\u00b0F. If you are not satisfied with the performance of our product, we will provide a 100% refund or replacement."}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1"}],
  "product_options": [{"Size": "2 ounce"}],
  "promotion_items": [{"title": "Starbond Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)", "asin": "B00C32ME6G", "price": "$13.99", "quantity": ""},
  {"title": "Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing", "asin": "B08778VHKR", "price": "$47.99", "quantity": ""},
  {"title": "Starbond 2 oz Thick CA Glue with 6 oz Aerosol Activator Bundle Premium Cyanoacrylate Super Glue for Mitre Joint Bonding, Woodworking, Carpentry, Archery Fletching", "asin": "B09DFCZ49R", "price": "$21.29", "quantity": ""},
  {"title": "Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz", "asin": "B00C32MKLK", "price": "$13.99", "quantity": ""},
  {"title": "Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay", "asin": "B0B12L3M3R", "price": "$39.79", "quantity": ""},
  {"title": "60g(2.12 oz) Medium CA Glue Premium Adhesive. All Purpose,Quick Drying Super Glue, ...", "asin": "B0DBZ73YMR", "price": "$8.49", "quantity": ""},
  {"title": "Starbond CA Glue Accelerator Instantly Dries Super Glue, 10 oz", "asin": "B00BUVAZJ4", "price": "$19.49", "quantity": ""},
  {"title": "Starbond Super Glue Remover, Dissolves Adhesive, CA Glue Debonder, Easy Brush Cap Applicator, 2 oz", "asin": "B0797D6NZM", "price": "$13.49", "quantity": ""},
  {"title": "GH1200 57 Grams (2 oz) 100/1500 CPS (Thin/Thick) Super Glue All Purpose with Anti Clog Cap. Ca Glue - Adhesive SuperGlue. Cyanoacrylate Glue for Hard Plastics, DIY Craft, Metal 1 Oz Each", "asin": "B0BFNFRJYC", "price": "$9.99", "quantity": ""},
  {"title": "Premium Grade Cyanoacrylate (CA) Super Glue by Starbond - 16 oz. Complete Refill KIT (453g) - Super Fast Thin Adhesive, Precise Application for Woodturning, CA Finish, Woodworking, Hobby Models, Inlay", "asin": "B00C32MENO", "price": "$59.99", "quantity": ""},
  {"title": "CA Glue with Activator Kit (3x1.75 oz. Thin-Medium-Thick + 16.9 fl.oz.) Cyanoacryla...", "asin": "B0D1DFSDMW", "price": "$20.49", "quantity": ""},
  {"title": "Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing", "asin": "B08778VHKR", "price": "$47.99", "quantity": ""},
  {"title": "Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz", "asin": "B00C32MKLK", "price": "$13.99", "quantity": ""},
  {"title": "Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay", "asin": "B0B12L3M3R", "price": "$39.79", "quantity": ""},
  {"title": "Professional Grade Cyanoacrylate (CA) Super Glue by GLUE MASTERS - Extra Large 8 OZ...", "asin": "B01LZUN030", "price": "$35.99", "quantity": ""},
  {"title": "Thin Super Glue, 4.6 oz Super Fast Cyanoacrylate (CA) Glue, Extra Caps and Microtip...", "asin": "B0DMPF69DH", "price": "$16.99", "quantity": ""},
  {"title": "1 Gram (Pack of 24) Single Use Super Glue All Purpose - Superglue - Ca Glue Thick & Strong Adhesive for DIY Craft, Ceramics, Frame, Leather, Metal Etc", "asin": "B0BP1Y68N3", "price": "$11.99", "quantity": ""},
  {"title": "STARBOND 4 oz. Medium CA Glue with 8 oz. Pump Accelerator Bundle - Super Craft Glue for Wood, Plastic, Metal, Leather, Ceramic - Cyanoacrylate Glue for Woodworking, Woodturning, Guitar, Hobby", "asin": "B09Z36D448", "price": "$45.00", "quantity": ""},
  {"title": "Starbond Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)", "asin": "B00C32ME6G", "price": "$13.99", "quantity": ""},
  {"title": "Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing", "asin": "B08778VHKR", "price": "$47.99", "quantity": ""},
  {"title": "Starbond 2 oz Thick CA Glue with 6 oz Aerosol Activator Bundle Premium Cyanoacrylate Super Glue for Mitre Joint Bonding, Woodworking, Carpentry, Archery Fletching", "asin": "B09DFCZ49R", "price": "$21.29", "quantity": ""}],
  "comparison_items": [{"title": "Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models", "asin": "B00C32MHJU", "price": "$13.99"},
  {"title": "Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay", "asin": "B0B12L3M3R", "price": "$39.79"},
  {"title": "GH1200 57 Grams (2 oz) 100/1500 CPS (Thin/Thick) Super Glue All Purpose with Anti Clog Cap. Ca Glue - Adhesive SuperGlue. Cyanoacrylate Glue for Hard Plastics, DIY Craft, Metal 1 Oz Each", "asin": "B0BFNFRJYC", "price": "$9.99"},
  {"title": "Professional Grade Cyanoacrylate (CA) Super Glue by GLUE MASTERS - 56 Grams - Medium Viscosity Adhesive for Plastic, Wood & DIY Crafts\u2026", "asin": "B01MDNS8QB", "price": "$13.99"},
  {"title": "Starbond 2 oz. Dark Brown Medium-Thick Premium CA Glue, 6 oz. Aerosol Accelerator Bundle, Cyanoacrylate Adhesive Super Glues for Woodworking, Wood Knots and Voids, Woodturning, Guitar, Hobby", "asin": "B0B49F214F", "price": "$34.99"},
  {"title": "Pen Kit Mall - Stick Fast 4.5 oz CA Glue - Great for Woodworking OR CA Finish (4.5 OZ Medium)", "asin": "B0CQ1BQH9P", "price": "$16.99"}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-08T03:14:08.165Z", // the timestamp when this action occurs.
  "action": "string", // select one plausible action from: input, click_product, purchase, or click.
  "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
  }
  </answer>"
  
  <|im_end|>
  <|im_start|>assistant
  <think>
  
prompt.role: user
question: <|im_start|>system
  You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
  <|im_end|>
  <|im_start|>user
  You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
  Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 
  
  <|actionspace_start|>
  Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
  1. input:
  Action: Type text into an input field to search for a specific product. 
  Action Argument: the input_text is the specific text entered by the customer.
  {
  "timestamp": "timestamp",
  "action": "input",
  "action_argument": "input_text",
  }
  
  2. click:
  Action: Click on a UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  3. click_product:
  Action: Click on product links or product images.
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
  {
  "timestamp": "timestamp",
  "action": "click_product",
  "action_argument": "product_asin",
  }
  
  4. purchase:
  Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
  {
  "timestamp": "timestamp",
  "action": "purchase",
  "action_argument": "product_asin",
  }
  <|actionspace_end|>
  
  <|memory_start|>
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-08T03:13:12.736Z", "action": "input", "action_argument": "502 "}
  {"timestamp": "2025-04-08T03:13:12.820Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-08T03:13:59.261Z", "action": "click_product", "action_argument": "B00C32MHJU"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": "502 super glue"}],
  "cart_items": [{"title": "VIWIK Reusable Chopsticks 5 Pairs Premium Fiberglass Chop sticks \u2013 Lightweight Non-Slip Design Easy to Clean Dishwasher Safe 9 1/2 Inches \u2013 Gift Set", "asin": "B08R8DHTD5", "price": "$12.99", "quantity": "1"},
  {"title": "HOUAGI LED TV Stand for Televisions up to 65 Inchs,Modern Entertainment Center with Storage Drawer and Glass Shelf, TV Console Table for Living Room,Bedroom (Black, 63in)", "asin": "B0BVVWBR7F", "price": "$89.99", "quantity": "1"},
  {"title": "HUANUO 63\u2033 Dual Motor L-Shaped Standing Desk, Built-in Power Outlets, Electric Height Adjustable Corner Computer Desk, Large Power Strip Holder, Sit Stand Up Desk with 3 Preset Heights, Black", "asin": "B0CP9GVVKP", "price": "$249.99", "quantity": "1"}],
  "product_details": [{"asin": "B00C32MHJU"},
  {"title": "Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models"},
  {"price": "$13.99"},
  {"bullet_list": "\u2705 PREMIUM SUPER GLUE, SINCE 1988: For over 33 years, Starbond CA glues have been produced in smaller batch productions for product freshness. We take pride in serving industrial-grade cyanoacrylate adhesives with a longer shelf life and more reliable performance. \u2705 GLUE LIKE A PRO: Starbond medium cyanoacrylate is the go-to adhesive for woodworking bonding applications, quick glue-ups at home, crack repairs in woodturning, 3D-printed PLA, ABS, PETG, and polycarbonate models, and much more! \u2705 ELEVATE YOUR GLUE GAME: With your success in mind, we partnered with industry experts to produce CA glue tips and tricks video tutorials for you \u2014 scan the QR code on the backside of the bottle using your phone for pro tips! \u2705 PRODUCT SPECS: Penetrating abilities of up to 0.006\" in size, 150 cps viscosity, has a drying time of 15-20, and a liquid consistency comparable to that of motor oil. Avoid using on low surface energy material such as polyethylene and polypropylene plastics, and silicone. To surface prep hard-to-bond material, use an abrasive to roughen up the mating surface when bonding smooth surfaces! \u2705 SATISFACTION GUARANTEED: We offer a 30-month Shelf Life Warranty for glues stored under 40\u00b0F. If you are not satisfied with the performance of our product, we will provide a 100% refund or replacement."}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1"}],
  "product_options": [{"Size": "2 ounce"}],
  "promotion_items": [{"title": "Starbond Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)", "asin": "B00C32ME6G", "price": "$13.99", "quantity": ""},
  {"title": "Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing", "asin": "B08778VHKR", "price": "$47.99", "quantity": ""},
  {"title": "Starbond 2 oz Thick CA Glue with 6 oz Aerosol Activator Bundle Premium Cyanoacrylate Super Glue for Mitre Joint Bonding, Woodworking, Carpentry, Archery Fletching", "asin": "B09DFCZ49R", "price": "$21.29", "quantity": ""},
  {"title": "Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz", "asin": "B00C32MKLK", "price": "$13.99", "quantity": ""},
  {"title": "Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay", "asin": "B0B12L3M3R", "price": "$39.79", "quantity": ""},
  {"title": "60g(2.12 oz) Medium CA Glue Premium Adhesive. All Purpose,Quick Drying Super Glue, ...", "asin": "B0DBZ73YMR", "price": "$8.49", "quantity": ""},
  {"title": "Starbond CA Glue Accelerator Instantly Dries Super Glue, 10 oz", "asin": "B00BUVAZJ4", "price": "$19.49", "quantity": ""},
  {"title": "Starbond Super Glue Remover, Dissolves Adhesive, CA Glue Debonder, Easy Brush Cap Applicator, 2 oz", "asin": "B0797D6NZM", "price": "$13.49", "quantity": ""},
  {"title": "GH1200 57 Grams (2 oz) 100/1500 CPS (Thin/Thick) Super Glue All Purpose with Anti Clog Cap. Ca Glue - Adhesive SuperGlue. Cyanoacrylate Glue for Hard Plastics, DIY Craft, Metal 1 Oz Each", "asin": "B0BFNFRJYC", "price": "$9.99", "quantity": ""},
  {"title": "Premium Grade Cyanoacrylate (CA) Super Glue by Starbond - 16 oz. Complete Refill KIT (453g) - Super Fast Thin Adhesive, Precise Application for Woodturning, CA Finish, Woodworking, Hobby Models, Inlay", "asin": "B00C32MENO", "price": "$59.99", "quantity": ""},
  {"title": "CA Glue with Activator Kit (3x1.75 oz. Thin-Medium-Thick + 16.9 fl.oz.) Cyanoacryla...", "asin": "B0D1DFSDMW", "price": "$20.49", "quantity": ""},
  {"title": "Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing", "asin": "B08778VHKR", "price": "$47.99", "quantity": ""},
  {"title": "Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz", "asin": "B00C32MKLK", "price": "$13.99", "quantity": ""},
  {"title": "Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay", "asin": "B0B12L3M3R", "price": "$39.79", "quantity": ""},
  {"title": "Professional Grade Cyanoacrylate (CA) Super Glue by GLUE MASTERS - Extra Large 8 OZ...", "asin": "B01LZUN030", "price": "$35.99", "quantity": ""},
  {"title": "Thin Super Glue, 4.6 oz Super Fast Cyanoacrylate (CA) Glue, Extra Caps and Microtip...", "asin": "B0DMPF69DH", "price": "$16.99", "quantity": ""},
  {"title": "1 Gram (Pack of 24) Single Use Super Glue All Purpose - Superglue - Ca Glue Thick & Strong Adhesive for DIY Craft, Ceramics, Frame, Leather, Metal Etc", "asin": "B0BP1Y68N3", "price": "$11.99", "quantity": ""},
  {"title": "STARBOND 4 oz. Medium CA Glue with 8 oz. Pump Accelerator Bundle - Super Craft Glue for Wood, Plastic, Metal, Leather, Ceramic - Cyanoacrylate Glue for Woodworking, Woodturning, Guitar, Hobby", "asin": "B09Z36D448", "price": "$45.00", "quantity": ""},
  {"title": "Starbond Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)", "asin": "B00C32ME6G", "price": "$13.99", "quantity": ""},
  {"title": "Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing", "asin": "B08778VHKR", "price": "$47.99", "quantity": ""},
  {"title": "Starbond 2 oz Thick CA Glue with 6 oz Aerosol Activator Bundle Premium Cyanoacrylate Super Glue for Mitre Joint Bonding, Woodworking, Carpentry, Archery Fletching", "asin": "B09DFCZ49R", "price": "$21.29", "quantity": ""}],
  "comparison_items": [{"title": "Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models", "asin": "B00C32MHJU", "price": "$13.99"},
  {"title": "Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay", "asin": "B0B12L3M3R", "price": "$39.79"},
  {"title": "GH1200 57 Grams (2 oz) 100/1500 CPS (Thin/Thick) Super Glue All Purpose with Anti Clog Cap. Ca Glue - Adhesive SuperGlue. Cyanoacrylate Glue for Hard Plastics, DIY Craft, Metal 1 Oz Each", "asin": "B0BFNFRJYC", "price": "$9.99"},
  {"title": "Professional Grade Cyanoacrylate (CA) Super Glue by GLUE MASTERS - 56 Grams - Medium Viscosity Adhesive for Plastic, Wood & DIY Crafts\u2026", "asin": "B01MDNS8QB", "price": "$13.99"},
  {"title": "Starbond 2 oz. Dark Brown Medium-Thick Premium CA Glue, 6 oz. Aerosol Accelerator Bundle, Cyanoacrylate Adhesive Super Glues for Woodworking, Wood Knots and Voids, Woodturning, Guitar, Hobby", "asin": "B0B49F214F", "price": "$34.99"},
  {"title": "Pen Kit Mall - Stick Fast 4.5 oz CA Glue - Great for Woodworking OR CA Finish (4.5 OZ Medium)", "asin": "B0CQ1BQH9P", "price": "$16.99"}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-08T03:14:08.165Z", // the timestamp when this action occurs.
  "action": "string", // select one plausible action from: input, click_product, purchase, or click.
  "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
  }
  </answer>"
  
  <|im_end|>
  <|im_start|>assistant
  <think>
  
extra_info.question: <|im_start|>system
  You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
  <|im_end|>
  <|im_start|>user
  You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
  Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 
  
  <|actionspace_start|>
  Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
  1. input:
  Action: Type text into an input field to search for a specific product. 
  Action Argument: the input_text is the specific text entered by the customer.
  {
  "timestamp": "timestamp",
  "action": "input",
  "action_argument": "input_text",
  }
  
  2. click:
  Action: Click on a UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  3. click_product:
  Action: Click on product links or product images.
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
  {
  "timestamp": "timestamp",
  "action": "click_product",
  "action_argument": "product_asin",
  }
  
  4. purchase:
  Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
  {
  "timestamp": "timestamp",
  "action": "purchase",
  "action_argument": "product_asin",
  }
  <|actionspace_end|>
  
  <|memory_start|>
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-08T03:13:12.736Z", "action": "input", "action_argument": "502 "}
  {"timestamp": "2025-04-08T03:13:12.820Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-08T03:13:59.261Z", "action": "click_product", "action_argument": "B00C32MHJU"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": "502 super glue"}],
  "cart_items": [{"title": "VIWIK Reusable Chopsticks 5 Pairs Premium Fiberglass Chop sticks \u2013 Lightweight Non-Slip Design Easy to Clean Dishwasher Safe 9 1/2 Inches \u2013 Gift Set", "asin": "B08R8DHTD5", "price": "$12.99", "quantity": "1"},
  {"title": "HOUAGI LED TV Stand for Televisions up to 65 Inchs,Modern Entertainment Center with Storage Drawer and Glass Shelf, TV Console Table for Living Room,Bedroom (Black, 63in)", "asin": "B0BVVWBR7F", "price": "$89.99", "quantity": "1"},
  {"title": "HUANUO 63\u2033 Dual Motor L-Shaped Standing Desk, Built-in Power Outlets, Electric Height Adjustable Corner Computer Desk, Large Power Strip Holder, Sit Stand Up Desk with 3 Preset Heights, Black", "asin": "B0CP9GVVKP", "price": "$249.99", "quantity": "1"}],
  "product_details": [{"asin": "B00C32MHJU"},
  {"title": "Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models"},
  {"price": "$13.99"},
  {"bullet_list": "\u2705 PREMIUM SUPER GLUE, SINCE 1988: For over 33 years, Starbond CA glues have been produced in smaller batch productions for product freshness. We take pride in serving industrial-grade cyanoacrylate adhesives with a longer shelf life and more reliable performance. \u2705 GLUE LIKE A PRO: Starbond medium cyanoacrylate is the go-to adhesive for woodworking bonding applications, quick glue-ups at home, crack repairs in woodturning, 3D-printed PLA, ABS, PETG, and polycarbonate models, and much more! \u2705 ELEVATE YOUR GLUE GAME: With your success in mind, we partnered with industry experts to produce CA glue tips and tricks video tutorials for you \u2014 scan the QR code on the backside of the bottle using your phone for pro tips! \u2705 PRODUCT SPECS: Penetrating abilities of up to 0.006\" in size, 150 cps viscosity, has a drying time of 15-20, and a liquid consistency comparable to that of motor oil. Avoid using on low surface energy material such as polyethylene and polypropylene plastics, and silicone. To surface prep hard-to-bond material, use an abrasive to roughen up the mating surface when bonding smooth surfaces! \u2705 SATISFACTION GUARANTEED: We offer a 30-month Shelf Life Warranty for glues stored under 40\u00b0F. If you are not satisfied with the performance of our product, we will provide a 100% refund or replacement."}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1"}],
  "product_options": [{"Size": "2 ounce"}],
  "promotion_items": [{"title": "Starbond Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)", "asin": "B00C32ME6G", "price": "$13.99", "quantity": ""},
  {"title": "Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing", "asin": "B08778VHKR", "price": "$47.99", "quantity": ""},
  {"title": "Starbond 2 oz Thick CA Glue with 6 oz Aerosol Activator Bundle Premium Cyanoacrylate Super Glue for Mitre Joint Bonding, Woodworking, Carpentry, Archery Fletching", "asin": "B09DFCZ49R", "price": "$21.29", "quantity": ""},
  {"title": "Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz", "asin": "B00C32MKLK", "price": "$13.99", "quantity": ""},
  {"title": "Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay", "asin": "B0B12L3M3R", "price": "$39.79", "quantity": ""},
  {"title": "60g(2.12 oz) Medium CA Glue Premium Adhesive. All Purpose,Quick Drying Super Glue, ...", "asin": "B0DBZ73YMR", "price": "$8.49", "quantity": ""},
  {"title": "Starbond CA Glue Accelerator Instantly Dries Super Glue, 10 oz", "asin": "B00BUVAZJ4", "price": "$19.49", "quantity": ""},
  {"title": "Starbond Super Glue Remover, Dissolves Adhesive, CA Glue Debonder, Easy Brush Cap Applicator, 2 oz", "asin": "B0797D6NZM", "price": "$13.49", "quantity": ""},
  {"title": "GH1200 57 Grams (2 oz) 100/1500 CPS (Thin/Thick) Super Glue All Purpose with Anti Clog Cap. Ca Glue - Adhesive SuperGlue. Cyanoacrylate Glue for Hard Plastics, DIY Craft, Metal 1 Oz Each", "asin": "B0BFNFRJYC", "price": "$9.99", "quantity": ""},
  {"title": "Premium Grade Cyanoacrylate (CA) Super Glue by Starbond - 16 oz. Complete Refill KIT (453g) - Super Fast Thin Adhesive, Precise Application for Woodturning, CA Finish, Woodworking, Hobby Models, Inlay", "asin": "B00C32MENO", "price": "$59.99", "quantity": ""},
  {"title": "CA Glue with Activator Kit (3x1.75 oz. Thin-Medium-Thick + 16.9 fl.oz.) Cyanoacryla...", "asin": "B0D1DFSDMW", "price": "$20.49", "quantity": ""},
  {"title": "Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing", "asin": "B08778VHKR", "price": "$47.99", "quantity": ""},
  {"title": "Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz", "asin": "B00C32MKLK", "price": "$13.99", "quantity": ""},
  {"title": "Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay", "asin": "B0B12L3M3R", "price": "$39.79", "quantity": ""},
  {"title": "Professional Grade Cyanoacrylate (CA) Super Glue by GLUE MASTERS - Extra Large 8 OZ...", "asin": "B01LZUN030", "price": "$35.99", "quantity": ""},
  {"title": "Thin Super Glue, 4.6 oz Super Fast Cyanoacrylate (CA) Glue, Extra Caps and Microtip...", "asin": "B0DMPF69DH", "price": "$16.99", "quantity": ""},
  {"title": "1 Gram (Pack of 24) Single Use Super Glue All Purpose - Superglue - Ca Glue Thick & Strong Adhesive for DIY Craft, Ceramics, Frame, Leather, Metal Etc", "asin": "B0BP1Y68N3", "price": "$11.99", "quantity": ""},
  {"title": "STARBOND 4 oz. Medium CA Glue with 8 oz. Pump Accelerator Bundle - Super Craft Glue for Wood, Plastic, Metal, Leather, Ceramic - Cyanoacrylate Glue for Woodworking, Woodturning, Guitar, Hobby", "asin": "B09Z36D448", "price": "$45.00", "quantity": ""},
  {"title": "Starbond Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)", "asin": "B00C32ME6G", "price": "$13.99", "quantity": ""},
  {"title": "Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing", "asin": "B08778VHKR", "price": "$47.99", "quantity": ""},
  {"title": "Starbond 2 oz Thick CA Glue with 6 oz Aerosol Activator Bundle Premium Cyanoacrylate Super Glue for Mitre Joint Bonding, Woodworking, Carpentry, Archery Fletching", "asin": "B09DFCZ49R", "price": "$21.29", "quantity": ""}],
  "comparison_items": [{"title": "Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models", "asin": "B00C32MHJU", "price": "$13.99"},
  {"title": "Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay", "asin": "B0B12L3M3R", "price": "$39.79"},
  {"title": "GH1200 57 Grams (2 oz) 100/1500 CPS (Thin/Thick) Super Glue All Purpose with Anti Clog Cap. Ca Glue - Adhesive SuperGlue. Cyanoacrylate Glue for Hard Plastics, DIY Craft, Metal 1 Oz Each", "asin": "B0BFNFRJYC", "price": "$9.99"},
  {"title": "Professional Grade Cyanoacrylate (CA) Super Glue by GLUE MASTERS - 56 Grams - Medium Viscosity Adhesive for Plastic, Wood & DIY Crafts\u2026", "asin": "B01MDNS8QB", "price": "$13.99"},
  {"title": "Starbond 2 oz. Dark Brown Medium-Thick Premium CA Glue, 6 oz. Aerosol Accelerator Bundle, Cyanoacrylate Adhesive Super Glues for Woodworking, Wood Knots and Voids, Woodturning, Guitar, Hobby", "asin": "B0B49F214F", "price": "$34.99"},
  {"title": "Pen Kit Mall - Stick Fast 4.5 oz CA Glue - Great for Woodworking OR CA Finish (4.5 OZ Medium)", "asin": "B0CQ1BQH9P", "price": "$16.99"}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-08T03:14:08.165Z", // the timestamp when this action occurs.
  "action": "string", // select one plausible action from: input, click_product, purchase, or click.
  "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
  }
  </answer>"
  
  <|im_end|>
  <|im_start|>assistant
  <think>
  