Datasets:

NingLab
/

EcomMMMU

task stringclasses 8 values	split stringclasses 3 values	instruction stringclasses 8 values	input stringlengths 77 30.5k	images listlengths 1 49	output stringclasses 23 values	is_vc bool 2 classes
sentiment_analysis	train	Given the user's review information, identify the user's sentiment. Here is the options: ['A: very positive', 'B: positive', 'C: neutral', 'D: negative', 'E: very negative']. Only answer from option letters: A,B,C,D,E.	{"product id": "B082VL24SS", "user review": "Total and complete disappointment I ordered two of these chairs. Both arrived damaged concealed in cardboard boxes and bags so the delivery men just left them at my house. After unwrapping them, I discovered the junk quality that these are Far from 100% top grain leather an...	[ [ "https://m.media-amazon.com/images/I/813PzWIPioL._SL800_.jpg", "https://m.media-amazon.com/images/I/81RRV8hdjKL._SL800_.jpg", "https://m.media-amazon.com/images/I/81XdPC6+XeL._SL800_.jpg", "https://m.media-amazon.com/images/I/81e5rIFQtwL._SL800_.jpg", "https://m.media-amazon.com/images/I/81hLe...	E	false
sequential_recommendation	train	Estimate the user's intent based on the user's purchase history, and predict the next product that the user is most likely to purchase from the given candidate options. Directly answer your option and do not output your rationale or thinking procedure. Only answer from option letters A to T.	{"purchase history": [{"id": "B086ZMN1N3", "text": "Amazon Essentials Reusable Face Cover, Black (Pack of 3)."}, {"id": "B0BXJKGNHN", "text": "Wera Tools 05073593001 950 SPKL/9 SM N SB Long ARM HEX Key Set, One Size, Multi."}, {"id": "B0CDW1HVV4", "text": "AMIR Precision Screwdriver Set 106 in 1 with 102 Bits, Magnetic...	[ [ "https://m.media-amazon.com/images/I/41a7M6LbpjL.jpg", "https://m.media-amazon.com/images/I/51KglZuJMhL.jpg", "https://m.media-amazon.com/images/I/41BIE-cW8iL.jpg", "https://m.media-amazon.com/images/I/31Wr4J+g8KL.jpg", "https://m.media-amazon.com/images/I/31x8oFtO3HL.jpg", "https://m.medi...	T	true
product_relation_prediction	train	Given the information of two products, predict the relation of the two products. Here are the options: ['A: Users who buy product 1 may also buy product 2.', 'B: Users who view product 1 may also view product 2.', 'C: The product 1 is similar with the product 2.']. Directly answer and do not output your rationale or th...	{"product1 id": "B00IZEVP4S", "product2 id": "B014RZ9LPS", "product1 title": "Zuri Furniture Wynn Black Leather Sectional Sofa with Adjustable Headrests - Left Chaise", "product2 title": "3 Piece Modern Microfiber Faux Leather Sectional Sofa with Ottoman, Color Hazelnut, Beige, Chocolate and Grey (Chocolate)"}	[ [ "https://m.media-amazon.com/images/I/41tKUHmBaTL._AC_.jpg", "https://m.media-amazon.com/images/I/21UgAkgAchL._AC_.jpg", "https://m.media-amazon.com/images/I/21tY-eJo9zL._AC_.jpg", "https://m.media-amazon.com/images/I/21cZcN3llUL._AC_.jpg", "https://m.media-amazon.com/images/I/21xVnVfRlnL._AC_....	B	true
answerability_prediction	train	Analyze the question related to the product and its supporting document, predict if the question is answerable based on the provided ducument and images. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B000QSF8B2", "question": "What is the size of the large mat?", "document": ["I purchased a large size & after several months & fighting with MOLD on this mat...I am ready for my old Rubbermaid!It looks great but you cannot control the Black Marks on it from pans etc & it is a constant battle with the gr...	[ [ "https://m.media-amazon.com/images/I/51V2F++a1wL._AC_.jpg", "https://m.media-amazon.com/images/I/51x2-3I5ooL._AC_.jpg", "https://m.media-amazon.com/images/I/51biPfZVCvL._AC_.jpg", "https://m.media-amazon.com/images/I/51FsoFWZIhL._AC_.jpg", "https://m.media-amazon.com/images/I/51zqJ0zFjBL._AC_....	yes	true
click-through_predction	train	Analysis the user's purchase history, predict if the user would like to buy the candidate product. Directly answer and do not output your rationale or thinking procedure. Only output yes or no.	{"purchase history": [{"id": "B06XVZS3K1", "text": "Power Practical USB Bias Lighting, LED TV Backlight Strip, Ambient Home Theater Light, TV Accent Lighting to Reduce Eye Strain, Improve Contrast, White, X-Large (41-59 TV)."}, {"id": "B07NDY7391", "text": "Yale Assure Lever, Wi-Fi Smart Door Lever (for doors with no d...	[ [ "https://m.media-amazon.com/images/I/51GyD5Z4RYL._AC_.jpg", "https://m.media-amazon.com/images/I/51SWtG5k6lL._AC_.jpg", "https://m.media-amazon.com/images/I/41FZyFqoZQL._AC_.jpg", "https://m.media-amazon.com/images/I/41IEXzOtXqL._AC_.jpg", "https://m.media-amazon.com/images/I/51Wf3-3t92L._AC_....	yes	false
multiclass_product_classification	train	Predict the relevance between the query and product by analyzing the user's query and product information. Output the option that best describes the relevance. Here are the options: ['A: The product is relevant to the query, and satisfies all the query specifications.', 'B: The product is somewhat relevant. It fails to...	{"product id": "B07P6TP6DX", "query": "motor trend digital tire gauge safety tool", "product title": "Iron Eagle Vehicle Safety Hammer, Car Escape Tool Seatbelt Cutter with Light Reflective Tape,Portable Emergency Life-Saving Hammer Tool Glass Window Punch Breaker (2 Pcs)"}	[ [ "https://m.media-amazon.com/images/I/41vZlq4TcmL._AC_.jpg", "https://m.media-amazon.com/images/I/41Xpnk0X0TL._AC_.jpg", "https://m.media-amazon.com/images/I/31oQhDDnZjL._AC_.jpg", "https://m.media-amazon.com/images/I/41W3aOPv4HL._AC_.jpg", "https://m.media-amazon.com/images/I/41xFMbgXurL._AC_....	D	false
sequential_recommendation	train	Estimate the user's intent based on the user's purchase history, and predict the next product that the user is most likely to purchase from the given candidate options. Directly answer your option and do not output your rationale or thinking procedure. Only answer from option letters A to T.	{"purchase history": [{"id": "B0C1B34D8V", "text": "BoostArea Floor lamp,Industrial Floor Lamp,Standing Lamp with 6W LED Bulb,E26 Socket,On/Off Footswitch,Whole Metal,Modern Floor Lamp for Bedroom,Office, Living Room,Rustic,Vintage,Farmhouse."}, {"id": "B0B38HLJFT", "text": "Industrial Floor Lamp for Living Room, Moder...	[ [ "https://m.media-amazon.com/images/I/31ECaHOpx2L._AC_.jpg", "https://m.media-amazon.com/images/I/41dDBM3CSQL._AC_.jpg", "https://m.media-amazon.com/images/I/41DgiOeBSML._AC_.jpg", "https://m.media-amazon.com/images/I/416iE1ypdrL._AC_.jpg", "https://m.media-amazon.com/images/I/41s22x6fjpL._AC_....	M	false
click-through_predction	train	Analysis the user's purchase history, predict if the user would like to buy the candidate product. Directly answer and do not output your rationale or thinking procedure. Only output yes or no.	{"purchase history": [{"id": "B08YZ5MRMY", "text": "Etekcity - EEC-1FT Short Power Extension Cord, Small Extension Cord 1 foot, 3 Prong, Outlet Saver, Plug Extender 16AWG/13A, UL Listed(10 Pack, Black) Black."}, {"id": "B0BHV7DZRK", "text": "Bio Bidet Ultimate BB-600 Bidet Toilet Seat, adjustable Heated Seat and Freshw...	[ [ "https://m.media-amazon.com/images/I/51NWi5TkOLL._AC_.jpg", "https://m.media-amazon.com/images/I/41EYo+2tmBL._AC_.jpg", "https://m.media-amazon.com/images/I/41UGgE3lHHL._AC_.jpg", "https://m.media-amazon.com/images/I/51NLCE-bbaL._AC_.jpg", "https://m.media-amazon.com/images/I/41h-joqsMHL._AC_....	no	false
sequential_recommendation	train	Estimate the user's intent based on the user's purchase history, and predict the next product that the user is most likely to purchase from the given candidate options. Directly answer your option and do not output your rationale or thinking procedure. Only answer from option letters A to T.	{"purchase history": [{"id": "B016HUUO2A", "text": "Solar Flag Pole Flagpole Light, BYB 26 Led Flag Figurine Lighting, Super Bright, Longest Lasting, Full Flag Coverage with Latest Technology dusk to dawn Downlight for Most 15 to 25 Ft Flag Pole."}, {"id": "B077Q78LSJ", "text": "DEWENWILS Outdoor Remote Control Outlet,...	[ [ "https://m.media-amazon.com/images/I/51RmBIeYOVL._AC_.jpg", "https://m.media-amazon.com/images/I/613b+iqqYPL._AC_.jpg", "https://m.media-amazon.com/images/I/51wyU0KPSGL._AC_.jpg", "https://m.media-amazon.com/images/I/51kZnn1u5xL._AC_.jpg", "https://m.media-amazon.com/images/I/51z2-KP3w+L._AC_....	C	true
click-through_predction	train	Analysis the user's purchase history, predict if the user would like to buy the candidate product. Directly answer and do not output your rationale or thinking procedure. Only output yes or no.	{"purchase history": [{"id": "B0BBRN3R6V", "text": "Oyxon Solar Lights Outdoor Garden Decor, 2 Pack Solar Dandelion Garden Lights with 36 LED, IP65 Waterproof Colorful Decorative Solar Outdoor Lights for Yard, Lawn, Garden, Pathway, Patio."}, {"id": "B0BC8CK1KZ", "text": "Elitecran Kid Desk Lamp Cute Desk Lamp Star Pro...	[ [ "https://m.media-amazon.com/images/I/61VQMyI5tmL._AC_.jpg", "https://m.media-amazon.com/images/I/6116TpnPN4L._AC_.jpg", "https://m.media-amazon.com/images/I/412S+qzjoJL._AC_.jpg", "https://m.media-amazon.com/images/I/51TCMuhNEXL._AC_.jpg", "https://m.media-amazon.com/images/I/51lVnsOPXDL._AC_....	yes	false
production_substitute_identification	train	Given a user's query and product information, identify if the product is somewhat relevant to the query but fails to fulfill some aspects of the query but the product can be used as a functional substitute. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B0776Z2PSY", "query": "friction strips", "product title": "Non Slip Stair & Floor Grip Strips 20 Pre-cut strips 1\" x 15.5\" Anti slip safety tape: Waterproof-Indoor/Outdoor-Commercial adhesive & grit-Prevent Falls.Cars Trucks and Trailers too"}	[ [ "https://m.media-amazon.com/images/I/41lXb22pSnL._AC_.jpg", "https://m.media-amazon.com/images/I/51TRBF-mx2L._AC_.jpg", "https://m.media-amazon.com/images/I/51xGf45Av5L._AC_.jpg", "https://m.media-amazon.com/images/I/51BufbGMLfL._AC_.jpg", "https://m.media-amazon.com/images/I/51hfsTNuBYL._AC_....	yes	false
answerability_prediction	train	Analyze the question related to the product and its supporting document, predict if the question is answerable based on the provided ducument and images. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B00BIWKGXK", "question": "Could you please let me know the voltage of it?", "document": ["(Yes, I'm holding the hose in a vertical position as recommended) I've never used a steamer before so I don't know if this is normal.Clothing holds a lot of dampness from the steam, so be sure to let items dry befo...	[ [ "https://m.media-amazon.com/images/I/31zyH3sCGYL._AC_.jpg", "https://m.media-amazon.com/images/I/31HE2UqZjlL._AC_.jpg", "https://m.media-amazon.com/images/I/31bGPAYicTL._AC_.jpg", "https://m.media-amazon.com/images/I/31Cn7OcycgL._AC_.jpg", "https://m.media-amazon.com/images/I/41ULGKa8bgL._AC_....	no	false
sequential_recommendation	train	Estimate the user's intent based on the user's purchase history, and predict the next product that the user is most likely to purchase from the given candidate options. Directly answer your option and do not output your rationale or thinking procedure. Only answer from option letters A to T.	{"purchase history": [{"id": "B096PJTVKB", "text": "Wagner Spraytech 0503008 HT1000 Heat Gun, 2 Temp Settings 750\u1d52F & 1000\u1d52F, Great for Soften paint, Caulking, Adhesive, Putty Removal, Shrink Wrap, Bend Plastic Pipes, Loosen Rusted Nuts or Bolts."}, {"id": "B00Z2DAOQU", "text": "ProTorch Micro Butane Torch: S...	[ [ "https://m.media-amazon.com/images/I/41cK1mdUsDL._AC_.jpg", "https://m.media-amazon.com/images/I/41ByRB70GPL._AC_.jpg", "https://m.media-amazon.com/images/I/51vkNt1HMiL._AC_.jpg", "https://m.media-amazon.com/images/I/51ZubMeR-mL._AC_.jpg", "https://m.media-amazon.com/images/I/51iIZnYH0uL._AC_....	P	false
answerability_prediction	train	Analyze the question related to the product and its supporting document, predict if the question is answerable based on the provided ducument and images. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B000CONU1K", "question": "Does it fit 2001 Toyota Rav4?", "document": ["Amazon check for fit says it will fit on a 2013 toyota prius, but it will not fit on the 15" alloy wheels. You need the lock with the washer on it.", "these do not fit the 2013 toyota yaris SE even though it says they do. do not...	[ [ "https://m.media-amazon.com/images/I/41ov2qBiTgL._AC_.jpg", "https://m.media-amazon.com/images/I/41KDkLY2vxL._AC_.jpg", "https://m.media-amazon.com/images/I/51X-OPF4NML._AC_.jpg", "https://m.media-amazon.com/images/I/41+bXZvITkL._AC_.jpg", "https://m.media-amazon.com/images/I/41SYZ0xt5WL._AC_....	yes	true
click-through_predction	train	Analysis the user's purchase history, predict if the user would like to buy the candidate product. Directly answer and do not output your rationale or thinking procedure. Only output yes or no.	{"purchase history": [{"id": "B01MDLOW07", "text": "Dremel Flex Shaft Rotary Tool Attachment with Comfort Grip and 36\u201d Long Cable - Engraver, Polisher, and Mini Sander- Ideal for Detail Metal Engraving, Wood Carving, and Jewelry Polishing , 225-02 , Grey."}, {"id": "B0BX1H9HH2", "text": "ARES 31007 \u2013 14-Piece...	[ [ "https://m.media-amazon.com/images/I/31dapTGME8L._AC_.jpg", "https://m.media-amazon.com/images/I/41bTH3dPP7L._AC_.jpg", "https://m.media-amazon.com/images/I/51+x6ywieqL._AC_.jpg", "https://m.media-amazon.com/images/I/51jFSZdUr9L._AC_.jpg", "https://m.media-amazon.com/images/I/51x5cMtN+9L._AC_....	no	false
answerability_prediction	train	Analyze the question related to the product and its supporting document, predict if the question is answerable based on the provided ducument and images. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B005FCZMU6", "question": "Hi! Cool product. How long can you leave this running? For example if I have sourdough culture, can I leave it running constantly? I was thinking of getting a Starter Guarder (small counter-top appliance) for my starter since it costs less and is smaller, and keeps the star...	[ [ "https://m.media-amazon.com/images/I/41oYpfpq-1L._AC_.jpg", "https://m.media-amazon.com/images/I/31F5JtpSKxL._AC_.jpg", "https://m.media-amazon.com/images/I/31RzmohpaCL._AC_.jpg", "https://m.media-amazon.com/images/I/41Xlqs6MdhL._AC_.jpg", "https://m.media-amazon.com/images/I/41yvNDnabsL._AC_....	yes	false
production_substitute_identification	train	Given a user's query and product information, identify if the product is somewhat relevant to the query but fails to fulfill some aspects of the query but the product can be used as a functional substitute. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B00E3C1QJ0", "query": "bug soother", "product title": "Bug Soother Spray 8 oz - Natural Mosquito, Gnat and Insect Deterrent & Repellent with Essential Oils - Safe for Adults, Kids, Pets, & Environment - Made in USA - DEET Free"}	[ [ "https://m.media-amazon.com/images/I/31i53YgBXFL._AC_.jpg", "https://m.media-amazon.com/images/I/41WiP6TnxzL._AC_.jpg", "https://m.media-amazon.com/images/I/41-N4GFByQL._AC_.jpg", "https://m.media-amazon.com/images/I/41e0TJUH5dL._AC_.jpg", "https://m.media-amazon.com/images/I/51CZ5rr0kyL._AC_....	no	true
production_substitute_identification	train	Given a user's query and product information, identify if the product is somewhat relevant to the query but fails to fulfill some aspects of the query but the product can be used as a functional substitute. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B07TNPZTMR", "query": "airtight containers", "product title": "Airtight Food Storage Containers 9 Pieces 1.5qt / 1.6L- Plastic BPA Free Kitchen Pantry Storage Containers for Sugar, Flour and Baking Supplies"}	[ [ "https://m.media-amazon.com/images/I/51z9ZGvF+3L._AC_.jpg", "https://m.media-amazon.com/images/I/51JmYNvaEQL._AC_.jpg", "https://m.media-amazon.com/images/I/41gvwRBBHcL._AC_.jpg", "https://m.media-amazon.com/images/I/51Wc7gV3a8L._AC_.jpg", "https://m.media-amazon.com/images/I/51wIaxtMhAL._AC_....	no	true
sentiment_analysis	train	Given the user's review information, identify the user's sentiment. Here is the options: ['A: very positive', 'B: positive', 'C: neutral', 'D: negative', 'E: very negative']. Only answer from option letters: A,B,C,D,E.	{"product id": "B08P898W8G", "user review": "Bright and comfortable My husband has a lot of under the sink work to do in our new, to us, house. Every bathroom is getting new fixtures as well as the kitchen. I was not looking forward to being the flashlight holder gal again so viola' wearable headlamp. He is so excited ...	[ [ "https://images-na.ssl-images-amazon.com/images/I/71Q7heH-ULL._SL800_.jpg", "https://images-na.ssl-images-amazon.com/images/I/81-GSi7KoUL._SL800_.jpg", "https://images-na.ssl-images-amazon.com/images/I/810DgKmseLL._SL800_.jpg", "https://images-na.ssl-images-amazon.com/images/I/81GhwMbA56L._SL800_....	B	true
click-through_predction	train	Analysis the user's purchase history, predict if the user would like to buy the candidate product. Directly answer and do not output your rationale or thinking procedure. Only output yes or no.	{"purchase history": [{"id": "B01DVRBUJ8", "text": "Finether 15.4ft Telescoping Ladder Multi Purpose Aluminum Extension Ladder, Folding Ladder Certified by EN131, 330lbs Capacity Heavy Duty with Safety Locking Hinges and 2 Panels for Free."}, {"id": "B0876X16YW", "text": "MAGZO Window Screen Replacement, 59W x 196L Dur...	[ [ "https://m.media-amazon.com/images/I/41eXrF2V8wL._AC_.jpg", "https://m.media-amazon.com/images/I/51n8BbhA9aL._AC_.jpg", "https://m.media-amazon.com/images/I/511qh0-hXuL._AC_.jpg", "https://m.media-amazon.com/images/I/51NnRjP9PML._AC_.jpg", "https://m.media-amazon.com/images/I/51sC6wqTpBL._AC_....	no	false
answerability_prediction	train	Analyze the question related to the product and its supporting document, predict if the question is answerable based on the provided ducument and images. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B004PQZM3A", "question": "Is this the 2.0 big box as it shows in photo?", "document": ["\"We now have a big box and a mega stunt set on the way. He's already surveying the plans on the q ba maze website: [...]To some up my meandering little story: this run is a hit with the kid at heart who lives with m...	[ [ "https://m.media-amazon.com/images/I/41TUG4Xu7UL._AC_.jpg", "https://m.media-amazon.com/images/I/51I5q3-DAYL._AC_.jpg", "https://m.media-amazon.com/images/I/51krli2WsAL._AC_.jpg", "https://m.media-amazon.com/images/I/51uhiqa7Q-L._AC_.jpg", "https://m.media-amazon.com/images/I/51sNJnEC+3L._AC_....	yes	true
answerability_prediction	train	Analyze the question related to the product and its supporting document, predict if the question is answerable based on the provided ducument and images. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B007Q19CCI", "question": "I know it says for 18 months and up..... I have a 9month old that sits on his own and is 22 lbs.... would this work for him now? Thanks!", "document": ["We got it the next week but it had been send it a tube that wasn't closed all the way so no axle but I called again and the ...	[ [ "https://m.media-amazon.com/images/I/31aBv3gCtuS._AC_.jpg", "https://m.media-amazon.com/images/I/31Bx-b76h+L._AC_.jpg", "https://m.media-amazon.com/images/I/41yEicJBU7L._AC_.jpg", "https://m.media-amazon.com/images/I/41V6OeF9hmL._AC_.jpg", "https://m.media-amazon.com/images/I/51H3gQ675oS._AC_....	yes	false
multiclass_product_classification	train	Predict the relevance between the query and product by analyzing the user's query and product information. Output the option that best describes the relevance. Here are the options: ['A: The product is relevant to the query, and satisfies all the query specifications.', 'B: The product is somewhat relevant. It fails to...	{"product id": "B07Z3BV36W", "query": "fusion ringke iphone 11 pro", "product title": "Ringke Fusion-X Matte Compatible with iPhone 11 Pro Case, Anti Glare Fingerprint Resistant Translucent Case - Dark Green"}	[ [ "https://m.media-amazon.com/images/I/41ENK7NmocL._AC_.jpg", "https://m.media-amazon.com/images/I/4173+RsH9HL._AC_.jpg", "https://m.media-amazon.com/images/I/41u3HHwBQOL._AC_.jpg", "https://m.media-amazon.com/images/I/31PdFak6WPL._AC_.jpg", "https://m.media-amazon.com/images/I/417Tznext8L._AC_....	A	false
sentiment_analysis	train	Given the user's review information, identify the user's sentiment. Here is the options: ['A: very positive', 'B: positive', 'C: neutral', 'D: negative', 'E: very negative']. Only answer from option letters: A,B,C,D,E.	{"product id": "B07MBR69QQ", "user review": "The lids are the star of the show We've used Corning Corelle dishes for many years. They are light, thin, strong, and versatile. They are so durable they last a long time and eventually we end up wanting to replace them just to have something new on the dinner table. Switchi...	[ [ "https://images-na.ssl-images-amazon.com/images/I/61DgvApqxqL._SL800_.jpg", "https://images-na.ssl-images-amazon.com/images/I/61hkGBiN60L._SL800_.jpg", "https://images-na.ssl-images-amazon.com/images/I/714WDldEeiL._SL800_.jpg", "https://images-na.ssl-images-amazon.com/images/I/715KmZYHbpL._SL800_....	A	false
multiclass_product_classification	train	Predict the relevance between the query and product by analyzing the user's query and product information. Output the option that best describes the relevance. Here are the options: ['A: The product is relevant to the query, and satisfies all the query specifications.', 'B: The product is somewhat relevant. It fails to...	{"product id": "B07FLZ1HSQ", "query": "bluetooth backup camera", "product title": "Wireless Backup Camera HD 1080P with 5\u201c Split Screen System for Truck Pickup Car Small RV Bluetooth Backup Camera 2.4G Stable Digital Signal Easy Installation Support Add 2nd RV Camera-DoHonest V25"}	[ [ "https://m.media-amazon.com/images/I/51Z6ZyDWd2L._AC_.jpg", "https://m.media-amazon.com/images/I/51n7i3w85VL._AC_.jpg", "https://m.media-amazon.com/images/I/51FvK8yZuoL._AC_.jpg", "https://m.media-amazon.com/images/I/510khq7ZWrL._AC_.jpg", "https://m.media-amazon.com/images/I/514qLl1IYpL._AC_....	A	false
answerability_prediction	train	Analyze the question related to the product and its supporting document, predict if the question is answerable based on the provided ducument and images. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B001US2C1G", "question": "hello friend im really interested can you please tell me the aproximate or exactly weight?", "document": ["I bought this playhouse boutique for my three year old daughter. When viewing tents online my daughter was not so interested in reviews as she was that it was a big \"PINK...	[ [ "https://m.media-amazon.com/images/I/51bYZRsNC1L._AC_.jpg", "https://m.media-amazon.com/images/I/51VS-5Ilj3L._AC_.jpg", "https://m.media-amazon.com/images/I/51q5WiBjP6L._AC_.jpg", "https://m.media-amazon.com/images/I/51+Ieb8ucYL._AC_.jpg", "https://m.media-amazon.com/images/I/51ssXVrv+nL._AC_....	no	false
production_substitute_identification	train	Given a user's query and product information, identify if the product is somewhat relevant to the query but fails to fulfill some aspects of the query but the product can be used as a functional substitute. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B00UVWC55A", "query": "4 channel amp 600 watt", "product title": "Kenwood KAC-M3004 Compact 4 Channel Digital Amplifier"}	[ [ "https://m.media-amazon.com/images/I/316mqcDtmLL._AC_.jpg", "https://m.media-amazon.com/images/I/31vvM1l0FZL._AC_.jpg", "https://m.media-amazon.com/images/I/41dvIg8cjyL._AC_.jpg", "https://m.media-amazon.com/images/I/31LgcwWdFVL._AC_.jpg", "https://m.media-amazon.com/images/I/31ep07zQE0L._AC_....	no	true
binary-question_answering	train	Given the question related to the product and its supporting document, answer the yes-no question. Please indicate when the question cannot be answered. Directly answer your option and do not output your rationale or thinking procedure. Only output yes, no or cannot answer.	{"product id": "B00D2ZK2VW", "question": "does it have some sort of fan speed control?", "document": ["It can sure carry on to 10 fans and it does what its advertised to do. Although you cant control the RPM meaning the fans will run at full RPM and you have no problem with this then this is the product that your looki...	[ [ "https://m.media-amazon.com/images/I/31iYxrKyAQL._AC_.jpg", "https://m.media-amazon.com/images/I/410IcuM53QL._AC_.jpg", "https://m.media-amazon.com/images/I/41MmN1zkigL._AC_.jpg", "https://m.media-amazon.com/images/I/51Rq0tgyvqL._AC_.jpg", "https://m.media-amazon.com/images/I/51F2NNdDH4L._AC_....	cannot answer	true
answerability_prediction	train	Analyze the question related to the product and its supporting document, predict if the question is answerable based on the provided ducument and images. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B008132JES", "question": "age group", "document": ["with the promise that it would arrive on December 24th, AND IT DID!!!! Thank you Amazon!", "well my great nephew love all his teenage ninja turtles it was a xmas gift and he was so excellent about all his gifts", "we have all the ninja turtle toys and ...	[ [ "https://m.media-amazon.com/images/I/51as0JK3aXL._AC_.jpg", "https://m.media-amazon.com/images/I/51yO7tJ+ksL._AC_.jpg", "https://m.media-amazon.com/images/I/51AtyaDS9EL._AC_.jpg", "https://m.media-amazon.com/images/I/51yBgo+XRlL._AC_.jpg", "https://m.media-amazon.com/images/I/51ab-PCzTyL._AC_....	no	false
answerability_prediction	train	Analyze the question related to the product and its supporting document, predict if the question is answerable based on the provided ducument and images. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B003BDKIT6", "question": "Does this kit work with summer escapes inflatable ring pools? Mine has a RP filter pump system with GFCI protection.", "document": ["This has a nice heavy pole. I bought this for my daughter because I had bought one for myself last year and have had no problem with mine. When s...	[ [ "https://m.media-amazon.com/images/I/51LwPOnGvhL._AC_.jpg", "https://m.media-amazon.com/images/I/513rZhi0q0L._AC_.jpg", "https://m.media-amazon.com/images/I/41ZvpsIDFeL._AC_.jpg", "https://m.media-amazon.com/images/I/41mn1efps7L._AC_.jpg", "https://m.media-amazon.com/images/I/41UyYVbZnKL._AC_....	no	false
answerability_prediction	train	Analyze the question related to the product and its supporting document, predict if the question is answerable based on the provided ducument and images. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B00428TOBC", "question": "Will one feeder spit out enough food for 2 cats or do I need to units?", "document": ["The Super Feeder has been a great product for my 2 cats. I can now sleep thru the night because I have it set it up to have food dispensed during the night.I was worried that my cats would kn...	[ [ "https://m.media-amazon.com/images/I/411qHHgCB0L._AC_.jpg", "https://m.media-amazon.com/images/I/410bO2GzkwL._AC_.jpg", "https://m.media-amazon.com/images/I/41Zfm18o6ML._AC_.jpg", "https://m.media-amazon.com/images/I/41T7bD3qwQL._AC_.jpg", "https://m.media-amazon.com/images/I/41uYYq+LXGL._AC_....	yes	false
binary-question_answering	train	Given the question related to the product and its supporting document, answer the yes-no question. Please indicate when the question cannot be answered. Directly answer your option and do not output your rationale or thinking procedure. Only output yes, no or cannot answer.	{"product id": "B003MRWPOW", "question": "Your quoted price of $44.99, is that for a 30- day supply?", "document": ["This 'Green Food' is'nt bad at all. The taste never bothered me.It has a similar taste of, say, spirulina with a hint of lemon.I mixed it in water only. Two scoops in a 16oz water bottle, shaken, once a ...	[ [ "https://m.media-amazon.com/images/I/41x+cs8SAkL.jpg", "https://m.media-amazon.com/images/I/41jZWLbn01L.jpg", "https://m.media-amazon.com/images/I/41HruZF16DL.jpg", "https://m.media-amazon.com/images/I/51FIexn9ZZL.jpg", "https://m.media-amazon.com/images/I/51HGElahbOL.jpg", "https://m.medi...	yes	true
multiclass_product_classification	train	Predict the relevance between the query and product by analyzing the user's query and product information. Output the option that best describes the relevance. Here are the options: ['A: The product is relevant to the query, and satisfies all the query specifications.', 'B: The product is somewhat relevant. It fails to...	{"product id": "B07CJTZ3C2", "query": "night light bulbs not hot", "product title": "15 Watts Night Light Bulbs Replaces Scentsy Bulbs, Plug-in Warmers and Himalayan Salt Lamps 4-Pack"}	[ [ "https://m.media-amazon.com/images/I/51ufzzr5sgL._AC_.jpg", "https://m.media-amazon.com/images/I/41g4bak731L._AC_.jpg", "https://m.media-amazon.com/images/I/51rOLanR1aL._AC_.jpg", "https://m.media-amazon.com/images/I/417l7Wr+wkL._AC_.jpg", "https://m.media-amazon.com/images/I/514yVXYHxaL._AC_....	B	false
multiclass_product_classification	train	Predict the relevance between the query and product by analyzing the user's query and product information. Output the option that best describes the relevance. Here are the options: ['A: The product is relevant to the query, and satisfies all the query specifications.', 'B: The product is somewhat relevant. It fails to...	{"product id": "B0798DTTF7", "query": "minnie mouse toys for 2 year old", "product title": "Fisher-Price Disney Minnie, Royal Ball Minnie"}	[ [ "https://m.media-amazon.com/images/I/41HbkuMeyIL._AC_.jpg", "https://m.media-amazon.com/images/I/41ROK9dF1fL._AC_.jpg", "https://m.media-amazon.com/images/I/41z-pVBfaCL._AC_.jpg", "https://m.media-amazon.com/images/I/41vqlHtsObL._AC_.jpg", "https://m.media-amazon.com/images/I/51ews+3c8HL._AC_....	A	false
answerability_prediction	train	Analyze the question related to the product and its supporting document, predict if the question is answerable based on the provided ducument and images. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B001DJ64D4", "question": "What, no FM radio? Seems weird to leave off good old FM in a device that plays \"everything\"...", "document": ["The Center plays your MP3 files, while the Network gets you the music services, Internet radio stations, and local stations. Since I already had Pandora, Slacker, an...	[ [ "https://m.media-amazon.com/images/I/41nE2pQssIL._AC_.jpg", "https://m.media-amazon.com/images/I/51nBUkecJqL._AC_.jpg", "https://m.media-amazon.com/images/I/41v82sZyuWL._AC_.jpg", "https://m.media-amazon.com/images/I/416iQVR+gmL._AC_.jpg", "https://m.media-amazon.com/images/I/31-VjHCRK5L._AC_....	yes	true
multiclass_product_classification	train	Predict the relevance between the query and product by analyzing the user's query and product information. Output the option that best describes the relevance. Here are the options: ['A: The product is relevant to the query, and satisfies all the query specifications.', 'B: The product is somewhat relevant. It fails to...	{"product id": "B00NHQFA1I", "query": "hockey pretend play for dolls", "product title": "LEGO Classic Medium Creative Brick Box 10696 Building Toys for Creative Play; Kids Creative Kit (484 Pieces)"}	[ [ "https://m.media-amazon.com/images/I/51ZxWAH1QvL._AC_.jpg", "https://m.media-amazon.com/images/I/41NUzBXDM6L._AC_.jpg", "https://m.media-amazon.com/images/I/41Z5RUG4y7L._AC_.jpg", "https://m.media-amazon.com/images/I/61Wsu5G2GML._AC_.jpg", "https://m.media-amazon.com/images/I/51cuXVCa9PL._AC_....	D	false
sentiment_analysis	train	Given the user's review information, identify the user's sentiment. Here is the options: ['A: very positive', 'B: positive', 'C: neutral', 'D: negative', 'E: very negative']. Only answer from option letters: A,B,C,D,E.	{"product id": "B07R1837JH", "user review": "Great product! As advertised! Great product! It shipped the next day and received it within 3 days. The product was packaged well and lights up really nice at night and turns off when other light is present. Definitely recommend to others!"}	[ [ "https://m.media-amazon.com/images/I/61-+x9TepkL._SL800_.jpg", "https://m.media-amazon.com/images/I/614Sjcr6aJL._SL800_.jpg", "https://m.media-amazon.com/images/I/61fkOH8-WeL._SL800_.jpg", "https://m.media-amazon.com/images/I/61l3c6XKW-L._SL800_.jpg", "https://m.media-amazon.com/images/I/61olE...	A	false
answerability_prediction	train	Analyze the question related to the product and its supporting document, predict if the question is answerable based on the provided ducument and images. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B005QBCL82", "question": "Do you have to be a surgeon to use this?", "document": ["Have just used this a bit. I plan to use it more. It is a good tool for neck and jaw relaxation.", "Use it often when my neck feels "off". It helps so much when I just can't make it to a chiropractor that day beca...	[ [ "https://m.media-amazon.com/images/I/41PWd0snLjL.jpg", "https://m.media-amazon.com/images/I/411Itbk4TNL.jpg", "https://m.media-amazon.com/images/I/51zVdhBR2IL.jpg", "https://m.media-amazon.com/images/I/41pFoBQtmfL.jpg", "https://m.media-amazon.com/images/I/41z9QqiK5cL.jpg", "https://m.medi...	no	false
answerability_prediction	train	Analyze the question related to the product and its supporting document, predict if the question is answerable based on the provided ducument and images. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B007W6008C", "question": "I just received my cart and the bamboo board has areas with a white haze. Anyone else have this problem? If so, what did you do? Thanks.", "document": ["This cart arrived with lightning speed! It was very easy to assemble. The "brakes" on the wheel (coasters) were a ...	[ [ "https://m.media-amazon.com/images/I/41pxX3AnDZL._AC_.jpg", "https://m.media-amazon.com/images/I/51ZMxBDmMmL._AC_.jpg", "https://m.media-amazon.com/images/I/51Bjtfcs-FL._AC_.jpg", "https://m.media-amazon.com/images/I/41amx5wTPhL._AC_.jpg", "https://m.media-amazon.com/images/I/41BPuYaFo5L._AC_....	yes	false
product_relation_prediction	train	Given the information of two products, predict the relation of the two products. Here are the options: ['A: Users who buy product 1 may also buy product 2.', 'B: Users who view product 1 may also view product 2.', 'C: The product 1 is similar with the product 2.']. Directly answer and do not output your rationale or th...	{"product1 id": "B00HS3O8NC", "product2 id": "B015KX0GT6", "product1 title": "SAFAVIEH Lighting Collection Ice Palace Modern Crystal Cube 28-inch Bedroom Living Room Home Office Desk Nightstand Table Lamp (LED Bulb Included)", "product2 title": "Vienna Full Spectrum Renee Modern Art Deco Table Lamp 30 1/2\" Tall Clear ...	[ [ "https://m.media-amazon.com/images/I/51U5p1PBeeL._AC_.jpg", "https://m.media-amazon.com/images/I/411Vi8-+9JL._AC_.jpg", "https://m.media-amazon.com/images/I/21y9iNd5IIL._AC_.jpg", "https://m.media-amazon.com/images/I/41VZs-5eycL._AC_.jpg", "https://m.media-amazon.com/images/I/51EABZxpAxL._AC_....	B	true
production_substitute_identification	train	Given a user's query and product information, identify if the product is somewhat relevant to the query but fails to fulfill some aspects of the query but the product can be used as a functional substitute. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B01KP195PY", "query": "callway driver tool", "product title": "Callaway 300 Pro Slope Laser Golf Rangefinder Enhanced 2021 Model - Now With Added Features"}	[ [ "https://m.media-amazon.com/images/I/51vWXMCSXVL._AC_.jpg", "https://m.media-amazon.com/images/I/41d9-UM-ynS._AC_.jpg", "https://m.media-amazon.com/images/I/41nZsSkx9ZL._AC_.jpg", "https://m.media-amazon.com/images/I/51DrMuANs8S._AC_.jpg", "https://m.media-amazon.com/images/I/41zC3vYOuFS._AC_....	no	false
multiclass_product_classification	train	Predict the relevance between the query and product by analyzing the user's query and product information. Output the option that best describes the relevance. Here are the options: ['A: The product is relevant to the query, and satisfies all the query specifications.', 'B: The product is somewhat relevant. It fails to...	{"product id": "B00C8BMBJ2", "query": "words with friends", "product title": "Classic Words Plus"}	[ [ "https://m.media-amazon.com/images/I/81d27Ah9L-L.png", "https://m.media-amazon.com/images/I/715jgNy6+uL.png", "https://m.media-amazon.com/images/I/81QC7Gi2S0L.png", "https://m.media-amazon.com/images/I/61uUkJ2f73L.png", "https://m.media-amazon.com/images/I/71a5HpFm9nL.png", "https://m.medi...	A	false
production_substitute_identification	train	Given a user's query and product information, identify if the product is somewhat relevant to the query but fails to fulfill some aspects of the query but the product can be used as a functional substitute. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B07JHT9F6B", "query": "paint by number framed scream", "product title": "Paint by Numbers for Adults Framed, DIY Oil Painting Kit for Beginner and Kids with Acrylic Paints, Brushes and Canvas with Frame 16 x 20 Inch - Ballerina. The First Steps - by Tsvetnoy"}	[ [ "https://m.media-amazon.com/images/I/51hAJP1meAL._AC_.jpg", "https://m.media-amazon.com/images/I/513Avz3yiwL._AC_.jpg", "https://m.media-amazon.com/images/I/51VAslT1n-L._AC_.jpg", "https://m.media-amazon.com/images/I/61QX0SvXsbL._AC_.jpg", "https://m.media-amazon.com/images/I/51iLdMhsSaL._AC_....	yes	false
answerability_prediction	train	Analyze the question related to the product and its supporting document, predict if the question is answerable based on the provided ducument and images. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B005T4YJ36", "question": "What is the weight limit on this bike?", "document": ["Was looking at this slightly heavier duty version (have an over weight room mate) and it will hold up just fine! Solid construction and consistent workout. Exactly what I was hoping for!", "The customer service folks at Sun...	[ [ "https://m.media-amazon.com/images/I/41MrXtIVAOS._AC_.jpg", "https://m.media-amazon.com/images/I/41GjJCvepJS._AC_.jpg", "https://m.media-amazon.com/images/I/51ysVIAVF6S._AC_.jpg", "https://m.media-amazon.com/images/I/514tCLXuKkS._AC_.jpg", "https://m.media-amazon.com/images/I/41VoNHuryjS._AC_....	yes	true
multiclass_product_classification	train	Predict the relevance between the query and product by analyzing the user's query and product information. Output the option that best describes the relevance. Here are the options: ['A: The product is relevant to the query, and satisfies all the query specifications.', 'B: The product is somewhat relevant. It fails to...	{"product id": "B07FNH8XZK", "query": "mercedes w204 led parking lights", "product title": "Alla Lighting Newest 194 LED Bulbs Extremely Super Bright T10 168 W5W 2825 175 158 CANBUS Replacement 12V 1616 SMD Car License Plate Light Interior Map Dome Door Lights, 6000K Xenon White"}	[ [ "https://m.media-amazon.com/images/I/41LDp7I8vqL._AC_.jpg", "https://m.media-amazon.com/images/I/41xraPW946S._AC_.jpg", "https://m.media-amazon.com/images/I/51ilEGl-4bS._AC_.jpg", "https://m.media-amazon.com/images/I/41ZQSDW91wS._AC_.jpg", "https://m.media-amazon.com/images/I/51gmcjhcWoS._AC_....	D	false
production_substitute_identification	train	Given a user's query and product information, identify if the product is somewhat relevant to the query but fails to fulfill some aspects of the query but the product can be used as a functional substitute. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B01H07E286", "query": "mayonnaise without soybean oil", "product title": "Hellmann's Squeeze Real Mayonnaise 20 oz, 3 count(pack of 1)"}	[ [ "https://m.media-amazon.com/images/I/514BWSfTOQL.jpg", "https://m.media-amazon.com/images/I/51XAtaWua4L.jpg", "https://m.media-amazon.com/images/I/517Oeh7AyDL.jpg", "https://m.media-amazon.com/images/I/61Ar2B+zHeL.jpg", "https://m.media-amazon.com/images/I/61YjGZcq84L.jpg", "https://m.medi...	no	false
sequential_recommendation	train	Estimate the user's intent based on the user's purchase history, and predict the next product that the user is most likely to purchase from the given candidate options. Directly answer your option and do not output your rationale or thinking procedure. Only answer from option letters A to T.	{"purchase history": [{"id": "B09N46WQ4G", "text": "Wera 05022720001 3950 Pkl/9 Long Arm Ballpoint Hex Key Set."}, {"id": "B009SM2DTW", "text": "Rennsteig Dual-Edged (Easy Out) Screw Extractors 5-Piece Set in Plastic Tube."}, {"id": "B003KN3HOA", "text": "Wera - 5073391001 Hexagon 950 PKL/9 SB L-Key Set, BlackLaser, Ba...	[ [ "https://m.media-amazon.com/images/I/31dE0QwHYwL._AC_.jpg", "https://m.media-amazon.com/images/I/41G+nXS1YJL._AC_.jpg", "https://m.media-amazon.com/images/I/41DLR-q7BHS._AC_.jpg", "https://m.media-amazon.com/images/I/31TVUUH2mBL._AC_.jpg", "https://m.media-amazon.com/images/I/31Z-Gk6gRtS._AC_....	E	false
sequential_recommendation	train	Estimate the user's intent based on the user's purchase history, and predict the next product that the user is most likely to purchase from the given candidate options. Directly answer your option and do not output your rationale or thinking procedure. Only answer from option letters A to T.	{"purchase history": [{"id": "B0831RPXBL", "text": "Regency Hill Floating Rustic Farmhouse Ceiling Light Semi Flush-Mount Fixture 12 Wide Brushed Nickel Opal White Glass Shade for Bedroom Kitchen Living Room Hallway Dining Bathroom House."}, {"id": "B07MSPT5WW", "text": "OXO Good Grips 2-in-1 Sink Strainer Stopper, Bla...	[ [ "https://m.media-amazon.com/images/I/31P9znwDf8L._AC_.jpg", "https://m.media-amazon.com/images/I/31Jy3qpbGHL._AC_.jpg", "https://m.media-amazon.com/images/I/21fyyLYrqSL._AC_.jpg", "https://m.media-amazon.com/images/I/31HL6R4rcWL._AC_.jpg", "https://m.media-amazon.com/images/I/310Cm9PenfL._AC_....	B	false
answerability_prediction	train	Analyze the question related to the product and its supporting document, predict if the question is answerable based on the provided ducument and images. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B0085TKNUU", "question": "Can this phone be used in Europe?", "document": ["I got a phone that was used but packaged as new. The charger doesn't fit properly and the battery does not last at all. Outside of that it works ok.", "within 4 days of receiving it stopped responding to touch and freezing. Also...	[ [ "https://m.media-amazon.com/images/I/51g4wtTF2rL._AC_.jpg", "https://m.media-amazon.com/images/I/41lOi85ik3L._AC_.jpg", "https://m.media-amazon.com/images/I/41aHTowwByL._AC_.jpg", "https://m.media-amazon.com/images/I/41OjE4DYj-L._AC_.jpg", "https://m.media-amazon.com/images/I/31y1d+gPXLL._AC_....	yes	true
answerability_prediction	train	Analyze the question related to the product and its supporting document, predict if the question is answerable based on the provided ducument and images. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B00DW374W4", "question": "Valid use? Put new SSD in this enclosure to clone current HDD then remove HDD, put SSD in macbook pro and use enclosure to make HDD an ext drive?", "document": ["I recently replaced the HDD in my Macbook Pro with a SSD.The old disk is still in good condition, so I wanted to mak...	[ [ "https://m.media-amazon.com/images/I/31-LQP56DLL._AC_.jpg", "https://m.media-amazon.com/images/I/41B8smEbxgL._AC_.jpg", "https://m.media-amazon.com/images/I/413ob56NSFL._AC_.jpg", "https://m.media-amazon.com/images/I/51cVPUxbjtL._AC_.jpg", "https://m.media-amazon.com/images/I/41dxs37+XHL._AC_....	yes	false
sequential_recommendation	train	Estimate the user's intent based on the user's purchase history, and predict the next product that the user is most likely to purchase from the given candidate options. Directly answer your option and do not output your rationale or thinking procedure. Only answer from option letters A to T.	{"purchase history": [{"id": "B01FDF27R0", "text": "TROND LED Gooseneck Floor Lamp(5 Color Temperatures, 5-Level Dimmable, 30-Minute Timer) for Reading, Office, Crafts, Knitting, Sewing or Makeup."}, {"id": "B01DIU787G", "text": "QIAYA Reading Light Lamp [TOUCH DIMMABLE] -USB Rechargeable Battery Clip LED Table Lamp Fo...	[ [ "https://m.media-amazon.com/images/I/31hCGzIzKVS._AC_.jpg", "https://m.media-amazon.com/images/I/41Bht23Fx9S._AC_.jpg", "https://m.media-amazon.com/images/I/51avEWaxHEL._AC_.jpg", "https://m.media-amazon.com/images/I/41X4ILmjd-L._AC_.jpg", "https://m.media-amazon.com/images/I/41ZA0Vb02rL._AC_....	Q	false
product_relation_prediction	train	Given the information of two products, predict the relation of the two products. Here are the options: ['A: Users who buy product 1 may also buy product 2.', 'B: Users who view product 1 may also view product 2.', 'C: The product 1 is similar with the product 2.']. Directly answer and do not output your rationale or th...	{"product1 id": "B000M86JSM", "product2 id": "B00CHH04KK", "product1 title": "Japanese Traditional Rabbit Blossom Bento Box Set - Square 2 Tier Bento Box, Rice Ball Press, Bento Bag (Red)", "product2 title": "SQdeal HG6 Cartoon Cute Boil Egg Sushi Rice Decorating Mold, Rice Ball Mold Mould (Pack of 8)"}	[ [ "https://m.media-amazon.com/images/I/51zUoCowb8L._AC_.jpg", "https://m.media-amazon.com/images/I/51MK1gIRugL._AC_.jpg", "https://m.media-amazon.com/images/I/51RmaPZo9XL._AC_.jpg", "https://m.media-amazon.com/images/I/31UtHQeTbIL._AC_.jpg", "https://m.media-amazon.com/images/I/51dW4PINngL._AC_....	A	false
production_substitute_identification	train	Given a user's query and product information, identify if the product is somewhat relevant to the query but fails to fulfill some aspects of the query but the product can be used as a functional substitute. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B07QFXSR5K", "query": "20 cc syringe without needle", "product title": "20ml Oral Dispenser Syringe with Covers 50 Pack by Tilcare - Sterile Plastic Medicine Food Droppers for Children, Pets or Adults \u2013 Latex-Free Oral Medication Dispenser - Large Feeding Tube Syringes"}	[ [ "https://m.media-amazon.com/images/I/51G2SmakEmL._AC_.jpg", "https://m.media-amazon.com/images/I/41AQJPeyGfL._AC_.jpg", "https://m.media-amazon.com/images/I/513OGuQtkyL._AC_.jpg", "https://m.media-amazon.com/images/I/51ms1xlVbhL._AC_.jpg", "https://m.media-amazon.com/images/I/41s1G12HIOL._AC_....	no	false
production_substitute_identification	train	Given a user's query and product information, identify if the product is somewhat relevant to the query but fails to fulfill some aspects of the query but the product can be used as a functional substitute. Directly answer your option and do not output your rationale or thinking procedure. Only output yes or no.	{"product id": "B07DTYR5CL", "query": "compression sleeve thigh", "product title": "Copper Compression Groin Thigh Sleeve Hip Support Wrap. Adjustable Neoprene Brace Hamstring, Quad, Pulled Muscle, Lower Back, Sciatica Nerve, Hip Flexor, Strain, Arthritis. Fit for Men and Women."}	[ [ "https://m.media-amazon.com/images/I/41nhYfcoUUL.jpg", "https://m.media-amazon.com/images/I/31l5bnKXaRL.jpg", "https://m.media-amazon.com/images/I/51Zymd9+ENL.jpg", "https://m.media-amazon.com/images/I/51PnCYL4PCL.jpg", "https://m.media-amazon.com/images/I/41fy+rI6RSL.jpg", "https://m.medi...	no	true
click-through_predction	train	Analysis the user's purchase history, predict if the user would like to buy the candidate product. Directly answer and do not output your rationale or thinking procedure. Only output yes or no.	{"purchase history": [{"id": "B088VZGNSN", "text": "Brightech Ambience Pro LED String Lights - 24 Ft Commercial Grade Patio Lights Outdoor Waterproof - Heavy Duty Porch String Lights for Outside, Backyard - 2W Vintage Edison Bulbs, Warm White."}, {"id": "B0BB9W3QFN", "text": "BOMEI PACK Red Painters Tape 0.94-Inches x ...	[ [ "https://m.media-amazon.com/images/I/510Cb-uVO3L._AC_.jpg", "https://m.media-amazon.com/images/I/51NA2dgFqHL._AC_.jpg", "https://m.media-amazon.com/images/I/51vQn17Zp8L._AC_.jpg", "https://m.media-amazon.com/images/I/51C+V3-+dwL._AC_.jpg", "https://m.media-amazon.com/images/I/41Vz9rexHFL._AC_....	no	false

End of preview. Expand in Data Studio

Introduction

EcomMMMU is a large-scale multimodal multitask understanding dataset for e-commerce applications, containing 406,190 samples and 8,989,510 product images across 34 product categories. It is designed to systematically evaluate how multimodal large language models (MLLMs) utilize visual information in real-world shopping scenarios.

Unlike prior datasets that treat all images equally, EcomMMMU explicitly investigates when and how multiple product images contribute to understanding. It includes a specialized vision-salient subset (VSS), designed to test scenarios where textual information alone is insufficient and visuals are crucial.

Dataset Sources

Repository: GitHub

Quick Start

Run the following command to get the data:

from datasets import load_dataset

dataset = load_dataset("NingLab/EcomMMMU")

License

Please check the license of each subset in our curated dataset ECInstruct.

Dataset	License Type
Amazon Review	Non listed
AmazonQA	Non listed
Shopping Queries Dataset	Apache License 2.0

Citation

@article{ling2025ecommmmu,
  title={EcomMMMU: Strategic Utilization of Visuals for Robust Multimodal E-Commerce Models},
  author={Ling, Xinyi and Du, Hanwen and Zhu, Zhihui and Ning, Xia},
  journal={arXiv preprint arXiv:2508.15721},
  year={2025}
}

Downloads last month: 85

Size of downloaded dataset files:

1.62 GB

Size of the auto-converted Parquet files:

539 MB

Number of rows:

406,190

Paper for NingLab/EcomMMMU

EcomMMMU: Strategic Utilization of Visuals for Robust Multimodal E-Commerce Models

Paper • 2508.15721 • Published Aug 21, 2025