id string | images images list | state string | questions string | gold string | decision string | family string | source string | license string |
|---|---|---|---|---|---|---|---|---|
wave-ui#14152 | {"task": "Computer use: a UI element is highlighted with a red box on this screenshot."} | {"answer": {"type": "choice", "instructions": "What will most likely happen if the user clicks the highlighted element?", "criteria": {"A": "It signifies the branding of the website and does not perform an action when clicked", "B": "the content or page for Chapter 4 will be displayed", "C": "the system will use the en... | {"answer": "C"} | choice | computer_use | wave-ui | see agentsea/wave-ui-25k card | |
gen/reach#67272 | {"task": "Robot arm, top-down camera: the grey two-jaw gripper is the end effector; objects are on the table."} | {"answer": {"type": "choice", "instructions": "Which object is closest to the gripper?", "criteria": {"A": "brown can", "B": "yellow can", "C": "yellow cup"}}} | {"answer": "A"} | choice | robotics | gen/reach | generated (MIT, this project) | |
gen/quality#13716 | {"task": "Image quality assessment."} | {"answer": {"type": "choice", "instructions": "What is the main distortion in this image?", "criteria": {"A": "too dark", "B": "too bright", "C": "no visible distortion", "D": "blur", "E": "pixelation", "F": "compression artifacts", "G": "noise"}}} | {"answer": "C"} | choice | image_quality | gen/quality | derived from source photo | |
cauldron/rendered_text#74577 | {"task": "Read the rendered text."} | {"answer": {"type": "choice", "instructions": "List all text from the photo.", "criteria": {"A": "Even as a", "B": "I have said that the", "C": "I'm your", "D": "Jordyn was"}}} | {"answer": "D"} | choice | ocr_documents | cauldron/rendered_text | rendered_text (HF M4) | |
typed-decisions#tr_customer_service_000206 | {"account": {"lifetime_value_usd": 152, "prior_tickets_90d": 3, "seats": 1, "tenure_months": 5, "tier": "standard"}, "orders": [{"amount_usd": 297, "date": "2026-03-11", "id": "A-35334", "status": "settled"}], "thread": [{"role": "customer", "text": "I just got an email saying my $297 payment failed, but I don't unders... | {"action": {"criteria": {"answer_directly": "The assistant can resolve this itself with information it already has.", "close_no_action": "No further action is warranted; the matter is settled.", "escalate_to_human": "Hand off to a human agent with the appropriate authority.", "execute_refund": "Issue the refund or cred... | {"action": {"confidence": 0.625, "label": "escalate_to_human", "probabilities": {"answer_directly": 0.083333, "close_no_action": 0.0, "escalate_to_human": 0.7, "execute_refund": 0.0, "request_information": 0.216667}, "type": "choice"}, "category": {"confidence": 0.854167, "label": "billing", "probabilities": {"account"... | multi | text_decisions | typed-decisions | apache-2.0 | |
cauldron/vistext#10569 | {"task": "Match the chart with its description."} | {"answer": {"type": "noul", "instructions": "Does this description match the image?\n\"Here a is a area graph titled Total direct premiums of the insurance industry in the United Kingdom (UK) from 2004 to 2018 (in billion euros). The y-axis shows Total direct premiums in billion euros*. On the x-axis, Year is measured ... | {"answer": false} | noul | charts_tables | cauldron/vistext | VisText research | |
cauldron/tabmwp#66496 | {"task": "Solve the math word problem using the table."} | {"answer": {"type": "choice", "instructions": "Which description matches this image?", "criteria": {"A": "Count all the leaves in the rows with stems 1, 2, and 3.\nIn the row with stem 4, count all the leaves less than 6.\nYou counted 24 leaves, which are blue in the stem-and-leaf plots above. 24 temperature readings w... | {"answer": "B"} | choice | charts_tables | cauldron/tabmwp | TabMWP CC-BY-NC-SA-4.0 | |
gen/blocks#53240 | {"task": "Tabletop robot manipulation: colored blocks are stacked on a table; the robot can only pick up a block with nothing on top of it."} | {"answer": {"type": "score", "instructions": "How many blocks can the robot pick up right now (blocks with nothing on top)?", "criteria": ["0: none", "1", "2", "3", "4", "5: five or more"]}} | {"answer": 3} | score | robotics | gen/blocks | generated (MIT, this project) | |
cauldron/vqav2#12809 | {"task": "Answer a question about a photo."} | {"answer": {"type": "noul", "instructions": "Is this man wearing glasses?"}} | {"answer": false} | noul | general_vqa | cauldron/vqav2 | CC-BY-4.0 (VQA) / COCO images | |
cauldron/geomverse#33057 | {"task": "Solve the geometry problem."} | {"answer": {"type": "choice", "instructions": "Which description matches this image?", "criteria": {"A": "The perimeter of the gray square is 64, so the length of the side marked with \"$a$\" is $\\frac{64}{4} = 16$. The side of the equilateral triangle in the yellow shape is equal to the side of the rectangle with len... | {"answer": "C"} | choice | science_math | cauldron/geomverse | GeomVerse research | |
uoft-cs/cifar100#54686 | {"task": "Recognize the main object in this small photo."} | {"answer": {"type": "choice", "instructions": "What is shown?", "criteria": {"A": "seal", "B": "oak tree", "C": "kangaroo", "D": "lamp", "E": "willow tree", "F": "whale", "G": "snake", "H": "bed"}}} | {"answer": "G"} | choice | recognition | uoft-cs/cifar100 | CIFAR-100 (research) | |
cauldron/chartqa#40348 | {"task": "Read the chart to answer."} | {"answer": {"type": "choice", "instructions": "What was Zimbabwe's population density per square kilometer in 2018?", "criteria": {"A": "61", "B": "12", "C": "37.32", "D": "191742", "E": "Plastic", "F": "6.98"}}} | {"answer": "C"} | choice | charts_tables | cauldron/chartqa | ChartQA GPL-3.0 repo | |
gameqa#73920 | {"task": "Game state reasoning (klondike)."} | {"answer": {"type": "choice", "instructions": "The given image represents the interface of the game Klondike Solitaire. The user interface consists of a board with 52 playing cards divided into four distinct areas:\n\n1. **Stock Pile (Draw Pile):** Initially composed of 24 face-down cards. The player can draw one card ... | {"answer": "A"} | choice | gaming | gameqa | MIT (GameQA-140K) | |
cauldron/nlvr2#30410 | {"task": "Judge whether a statement is true for the pair of images."} | {"answer": {"type": "noul", "instructions": "The first image is the image on the left, the second image is the image on the right. Analyze the images presented: Is the assertion \"The left image shows exactly one parrot, and it is perched on a wooden limb.\" valid?"}} | {"answer": true} | noul | spatial_reasoning | cauldron/nlvr2 | NLVR2 CC-BY-4.0 | |
cauldron/st_vqa#28544 | {"task": "Read text in the scene to answer."} | {"answer": {"type": "choice", "instructions": "What is the licence number of the car the woman is riding past?", "criteria": {"A": "Flickr", "B": "Edward", "C": "8", "D": "Toyota", "E": "Mph", "F": "ATD-5806"}}} | {"answer": "F"} | choice | ocr_documents | cauldron/st_vqa | ST-VQA research | |
cauldron/docvqa#58491 | {"task": "Read the document to answer."} | {"answer": {"type": "choice", "instructions": "How much is the investment in government securities (unquoted) as at 31.3.2012?", "criteria": {"A": "$270.00", "B": "0.36", "C": "35", "D": "10.04", "E": "135 27", "F": "88.66"}}} | {"answer": "B"} | choice | ocr_documents | cauldron/docvqa | DocVQA research | |
gen/maze#73572 | {"task": "Navigate the maze. The red circle is the agent, the green square is the goal, dark cells are walls."} | {"answer": {"type": "choice", "instructions": "Which single step moves the agent along a shortest path to the goal?", "criteria": {"A": "up", "B": "down", "C": "left", "D": "right"}}} | {"answer": "B"} | choice | gaming | gen/maze | generated (MIT, this project) | |
gen/keydoor#67400 | {"task": "Gridworld: the red triangle is the agent, yellow outline is a door (filled = locked), the yellow ring is a key, the green square is the goal. The inventory is shown at the bottom."} | {"answer": {"type": "noul", "instructions": "Is the door currently open?"}} | {"answer": false} | noul | gaming | gen/keydoor | generated (MIT, this project) | |
cauldron/visualmrc#75862 | {"task": "Read the web page screenshot to answer."} | {"answer": {"type": "choice", "instructions": "Which description matches this image?", "criteria": {"A": "The board meeting was on 11th May, 2016.", "B": "Open Knowledge Foundation can help with spreading the word, running events and making them more useful for organisers and participants.", "C": "Gitlab needs the 'ssh... | {"answer": "A"} | choice | ocr_documents | cauldron/visualmrc | VisualMRC research | |
cauldron/st_vqa#73348 | {"task": "Read text in the scene to answer."} | {"answer": {"type": "choice", "instructions": "What is the sign asking you to do?", "criteria": {"A": "Jjd 389d", "B": "Emirates", "C": "PRitt", "D": "Purchase Tickets"}}} | {"answer": "D"} | choice | ocr_documents | cauldron/st_vqa | ST-VQA research | |
cauldron/textcaps#50258 | {"task": "Match the photo with its caption."} | {"answer": {"type": "choice", "instructions": "Which description matches this image?", "criteria": {"A": "A man is on the baseball field and his shirt has \"20\" on the back.", "B": "A large collection of My Little pony toys in a aisle.", "C": "Outside of a building with large glass windows, is a young man wearing a Qu... | {"answer": "C"} | choice | captions_matching | cauldron/textcaps | TextCaps CC-BY-4.0 | |
cauldron/iconqa#65075 | {"task": "Answer the abstract diagram question."} | {"answer": {"type": "choice", "instructions": "The clocks show when some friends left for school Tuesday morning. Who left for school second?", "criteria": {"A": "Ella", "B": "Tony"}}} | {"answer": "B"} | choice | science_math | cauldron/iconqa | IconQA CC-BY-SA-4.0 | |
cauldron/textvqa#4455 | {"task": "Read text in the photo to answer."} | {"answer": {"type": "choice", "instructions": "What kind of plane is this?", "criteria": {"A": "Safety", "B": "Broke", "C": "Berliner kindl weisse", "D": "West coast india pale ale", "E": "Activist", "F": "Navy"}}} | {"answer": "F"} | choice | ocr_documents | cauldron/textvqa | TextVQA CC-BY-4.0 | |
robo2vlm#6996 | {"task": "Robot manipulation scene understanding (real robot camera)."} | {"answer": {"type": "choice", "instructions": "The robot's task is to pick the bottles and objects on the table and put them in the plastic bag. Which configuration shows the goal state that the robot should achieve?", "criteria": {"A": "Configuration B", "B": "Configuration C", "C": "Configuration E", "D": "Configurat... | {"answer": "E"} | choice | robotics | robo2vlm | see keplerccc/Robo2VLM-1 card | |
cauldron/dvqa#44237 | {"task": "Read the bar chart to answer."} | {"answer": {"type": "choice", "instructions": "What store does the lightseagreen color represent?\nOffer a terse response.", "criteria": {"A": "Cap", "B": "King", "C": "Sea", "D": "Angle"}}} | {"answer": "B"} | choice | charts_tables | cauldron/dvqa | DVQA CC-BY-NC-4.0 | |
cauldron/screen2words#78285 | {"task": "Match the app screenshot with its summary."} | {"answer": {"type": "choice", "instructions": "What can you discern from this picture?", "criteria": {"A": "Test mode of device selection", "B": "Screen displaying the login page", "C": "Pop up with app information", "D": "Social app for solving maths"}}} | {"answer": "C"} | choice | computer_use | cauldron/screen2words | Screen2Words CC-BY-4.0 | |
cauldron/vsr#56402 | {"task": "Judge a spatial relation in the photo."} | {"answer": {"type": "noul", "instructions": "Is this affirmation: \"The bird is in the bowl.\" correct?"}} | {"answer": false} | noul | spatial_reasoning | cauldron/vsr | VSR CC-BY-4.0 / COCO images | |
cauldron/textcaps#74518 | {"task": "Match the photo with its caption."} | {"answer": {"type": "noul", "instructions": "Does this description match the image?\n\"A soccer player number 13 about to deliver a kick.\""}} | {"answer": false} | noul | captions_matching | cauldron/textcaps | TextCaps CC-BY-4.0 | |
cauldron/rendered_text#60914 | {"task": "Read the rendered text."} | {"answer": {"type": "choice", "instructions": "Decode and transcribe text from the image.", "criteria": {"A": "They", "B": "By", "C": "In", "D": "we then stack two them", "E": "I can't believe"}}} | {"answer": "D"} | choice | ocr_documents | cauldron/rendered_text | rendered_text (HF M4) | |
typed-decisions#tr_invoice_processing_000240 | {"delivery": {"condition": "accepted with exceptions", "date": "2026-03-01", "received_qty": 400}, "invoice": {"currency": "USD", "id": "INV-2026-7564", "lines": [{"qty": 400, "sku": "SKU-444", "total_usd": 113636.0, "unit_usd": 284.09}], "total_usd": 113636.0, "vendor": "Orbit Logistics"}, "payment": {"days_until_due"... | {"discrepancy_severity": {"criteria": ["None: everything reconciles.", "Trivial: rounding or a cosmetic difference.", "Moderate: a real difference worth confirming.", "Material: a large or unexplained difference."], "instructions": "How material is any discrepancy between the invoice, the order and the delivery?", "typ... | {"discrepancy_severity": {"confidence": 0.316667, "label": "2", "probabilities": {"0": 0.25, "1": 0.116667, "2": 0.566667, "3": 0.066667}, "score": 1.45, "type": "score"}, "disposition": {"confidence": 0.511111, "label": "hold", "probabilities": {"approve": 0.233333, "hold": 0.633333, "manual_review": 0.116667, "reject... | multi | text_decisions | typed-decisions | apache-2.0 | |
cauldron/chartqa#66209 | {"task": "Read the chart to answer."} | {"answer": {"type": "choice", "instructions": "Find the average percentage of the three regions which has higher values than the world?", "criteria": {"A": "1063271", "B": "26169", "C": "0.047916667", "D": "0.168", "E": "8.5"}}} | {"answer": "D"} | choice | charts_tables | cauldron/chartqa | ChartQA GPL-3.0 repo | |
cauldron/screen2words#12042 | {"task": "Match the app screenshot with its summary."} | {"answer": {"type": "choice", "instructions": "Describe the content in this image.", "criteria": {"A": "Screen shows next to an app", "B": "Page displaying results for downloads", "C": "Page showing maps and timetables", "D": "Popup showing different apps to select", "E": "Login page", "F": "Screen showing list of vari... | {"answer": "D"} | choice | computer_use | cauldron/screen2words | Screen2Words CC-BY-4.0 | |
cauldron/st_vqa#67871 | {"task": "Read text in the scene to answer."} | {"answer": {"type": "choice", "instructions": "What does the bottom sign say?", "criteria": {"A": "The George Washington University", "B": "Road Closed", "C": "Tzita Kaaba", "D": "Puesto De Socorro", "E": "Walk your bike", "F": "SPARROW HAWK DR"}}} | {"answer": "F"} | choice | ocr_documents | cauldron/st_vqa | ST-VQA research | |
cauldron/ai2d#63103 | {"task": "Answer a question about the science diagram."} | {"answer": {"type": "choice", "instructions": "Name the part which is projecting from the head?", "criteria": {"A": "calcar", "B": "coxa", "C": "horns", "D": "scutellum"}}} | {"answer": "C"} | choice | science_math | cauldron/ai2d | AI2D Apache-2.0 | |
gen/tictactoe#17744 | {"task": "Play tic-tac-toe optimally."} | {"answer": {"type": "choice", "instructions": "It is X (red)'s turn. Which square is the best move?", "criteria": {"A": "center", "B": "bottom-center", "C": "middle-right", "D": "bottom-right"}}} | {"answer": "A"} | choice | gaming | gen/tictactoe | generated (MIT, this project) | |
cauldron/textcaps#42810 | {"task": "Match the photo with its caption."} | {"answer": {"type": "choice", "instructions": "Which description matches this image?", "criteria": {"A": "A model airplane with the letter wp on the tail is sitting on a table.", "B": "A signed baseball on position 41 of a shelf next to several other baseballs.", "C": "A torn paper mounted on a wall written, 'every wom... | {"answer": "D"} | choice | captions_matching | cauldron/textcaps | TextCaps CC-BY-4.0 | |
cauldron/cocoqa#49214 | {"task": "Answer a question about a photo."} | {"answer": {"type": "choice", "instructions": "Where are several directional signs displayed", "criteria": {"A": "Pen", "B": "Room", "C": "Boat", "D": "Oven", "E": "Store", "F": "Street"}}} | {"answer": "F"} | choice | general_vqa | cauldron/cocoqa | COCO-QA research / COCO images | |
cauldron/nlvr2#4163 | {"task": "Judge whether a statement is true for the pair of images."} | {"answer": {"type": "noul", "instructions": "The first image is the image on the left, the second image is the image on the right. For the images shown, is this caption \"Three people ride a red canoe horizontally across the right image.\" true?"}} | {"answer": false} | noul | spatial_reasoning | cauldron/nlvr2 | NLVR2 CC-BY-4.0 | |
gen/maze#83942 | {"task": "Navigate the maze. The red circle is the agent, the green square is the goal, dark cells are walls."} | {"answer": {"type": "score", "instructions": "How far is the goal along the shortest path?", "criteria": ["1: 1-3 steps", "2", "3", "4", "5: more than 25 steps"]}} | {"answer": 4} | score | gaming | gen/maze | generated (MIT, this project) | |
gen/maze#47155 | {"task": "Navigate the maze. The red circle is the agent, the green square is the goal, dark cells are walls."} | {"answer": {"type": "score", "instructions": "How far is the goal along the shortest path?", "criteria": ["1: 1-3 steps", "2", "3", "4", "5: more than 25 steps"]}} | {"answer": 4} | score | gaming | gen/maze | generated (MIT, this project) | |
cauldron/chartqa#15796 | {"task": "Read the chart to answer."} | {"answer": {"type": "choice", "instructions": "Which country represented by smallest bar?", "criteria": {"A": "India", "B": "South Sudan", "C": "Europe", "D": "Egypt"}}} | {"answer": "C"} | choice | charts_tables | cauldron/chartqa | ChartQA GPL-3.0 repo | |
gen/quality#27221 | {"task": "Image quality assessment."} | {"answer": {"type": "score", "instructions": "Rate the technical quality of this image.", "criteria": ["1: severely degraded", "2", "3", "4", "5: pristine"]}} | {"answer": 4} | score | image_quality | gen/quality | derived from source photo | |
typed-decisions#tr_agent_trace_observability_000199 | {"agent": {"autonomy": "unsupervised", "model": "internal-agent-v3"}, "constraints": ["Do not force-push to any branch", "Never disable monitoring or alerting", "Do not exceed a $50 spend on cloud resources"], "task": "Backfill missing analytics events for the last seven days.", "trace_summary": {"constraint_violations... | {"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t... | {"action": {"confidence": 0.28, "label": "observe", "probabilities": {"continue": 0.186667, "human_review": 0.34, "observe": 0.46, "stop": 0.013333}, "type": "choice"}, "needs_review": {"confidence": 0.233333, "label": "false", "noul": 0.383333, "probabilities": {"false": 0.616667, "true": 0.383333}, "type": "noul"}, "... | multi | text_decisions | typed-decisions | apache-2.0 | |
mind2web#18567 | {"task": "Web agent: choose the next action on this page.", "context": "Previous actions: [button] DESTINATIONS -> CLICK; [link] SEE ALL ROUTES -> CLICK"} | {"answer": {"type": "choice", "instructions": "The user's goal: Show me the amtrak national route map\nThe next target element is: a alt=\"Amtrak National Route Map (PDF, 3MB)\" type=\"button\"\nWhich operation should be performed on it?", "criteria": {"A": "CLICK", "B": "TYPE", "C": "SELECT"}}} | {"answer": "A"} | choice | computer_use | mind2web | OpenRAIL (Mind2Web), research | |
robo2vlm#6448 | {"task": "Robot manipulation scene understanding (real robot camera)."} | {"answer": {"type": "choice", "instructions": "The robot is tasked to closing gripper to grasp the drawer with the drawer. After Closing gripper to grasp the drawer, what will be the robot's NEXT action phase?", "criteria": {"A": "Firmly grasping the drawer", "B": "Closing gripper to grasp the drawer", "C": "Releasing ... | {"answer": "A"} | choice | robotics | robo2vlm | see keplerccc/Robo2VLM-1 card | |
rlaif-v#38156 | {"task": "Judge two AI answers about the image. Prefer the one that is accurate and does not describe things that are not in the image."} | {"answer": {"type": "choice", "instructions": "What is this truck being used for?", "criteria": {"A": "The truck is being used to transport an orange construction vehicle, which could be a backhoe or another type of heavy machinery. Such vehicles are commonly needed for various construction and infrastructure projects,... | {"answer": "A"} | choice | judge_reward | rlaif-v | CC-BY-NC-4.0 (RLAIF-V) | |
cauldron/raven#23667 | {"task": "Solve the visual pattern puzzle."} | {"answer": {"type": "noul", "instructions": "Is the correctness of the image, which logically completes the sequence, confirmed? Yes, no?"}} | {"answer": false} | noul | spatial_reasoning | cauldron/raven | RAVEN research | |
cauldron/nlvr2#29173 | {"task": "Judge whether a statement is true for the pair of images."} | {"answer": {"type": "noul", "instructions": "The first image is the image on the left, the second image is the image on the right. Assess this claim about the two images: \"One image contains a single, open safety pin, and the other image shows two closed pins of a different style.\". Correct or not?"}} | {"answer": false} | noul | spatial_reasoning | cauldron/nlvr2 | NLVR2 CC-BY-4.0 | |
gen/keydoor#54254 | {"task": "Gridworld: the red triangle is the agent, yellow outline is a door (filled = locked), the yellow ring is a key, the green square is the goal. The inventory is shown at the bottom."} | {"answer": {"type": "noul", "instructions": "Is the door currently open?"}} | {"answer": true} | noul | gaming | gen/keydoor | generated (MIT, this project) | |
cauldron/infographic_vqa#70129 | {"task": "Read the infographic to answer."} | {"answer": {"type": "choice", "instructions": "what is the difference between the largest and smallest value in the bar chart", "criteria": {"A": "7811", "B": "17890", "C": "14904", "D": "8415"}}} | {"answer": "C"} | choice | ocr_documents | cauldron/infographic_vqa | InfographicVQA research | |
cauldron/raven#50395 | {"task": "Solve the visual pattern puzzle."} | {"answer": {"type": "choice", "instructions": "", "criteria": {"A": "F", "B": "B", "C": "G", "D": "D", "E": "H"}}} | {"answer": "A"} | choice | spatial_reasoning | cauldron/raven | RAVEN research | |
cauldron/ocrvqa#33611 | {"task": "Read the book cover to answer."} | {"answer": {"type": "noul", "instructions": "Is this book related to Medical Books?\nEnsure brevity in your answer."}} | {"answer": false} | noul | ocr_documents | cauldron/ocrvqa | OCR-VQA research | |
cauldron/tallyqa#54908 | {"task": "Count objects in the photo."} | {"answer": {"type": "choice", "instructions": "How many people are in the photo?", "criteria": {"A": "4", "B": "2", "C": "1", "D": "3", "E": "0"}}} | {"answer": "C"} | choice | counting | cauldron/tallyqa | TallyQA Apache-2.0 | |
cauldron/chart2text#74349 | {"task": "Match the chart with its description."} | {"answer": {"type": "choice", "instructions": "Which description matches this image?", "criteria": {"A": "This statistic shows the most popular travel websites in the United States as of April 2018, based on monthly unique users. As of the measured period, TripAdvisor was ranked first with 37.7 million unique visitors.... | {"answer": "D"} | choice | charts_tables | cauldron/chart2text | Chart2Text GPL-3.0 | |
wave-ui#27346 | {"task": "Computer use: a UI element is highlighted with a red box on this screenshot."} | {"answer": {"type": "choice", "instructions": "What will most likely happen if the user clicks the highlighted element?", "criteria": {"A": "users will read important information about Covid-19 precautions", "B": "clicking might redirect to the full news article", "C": "the user will be taken to the main page of the we... | {"answer": "A"} | choice | computer_use | wave-ui | see agentsea/wave-ui-25k card | |
cauldron/figureqa#54050 | {"task": "Read the figure to answer."} | {"answer": {"type": "noul", "instructions": "Is Web Green the roughest?"}} | {"answer": true} | noul | charts_tables | cauldron/figureqa | FigureQA research | |
cauldron/infographic_vqa#6464 | {"task": "Read the infographic to answer."} | {"answer": {"type": "choice", "instructions": "What is the median age gap between Lesbian and gay buyers or sellers and bisexual buyers or sellers ?", "criteria": {"A": "12", "B": "5", "C": "9", "D": "7", "E": "11"}}} | {"answer": "C"} | choice | ocr_documents | cauldron/infographic_vqa | InfographicVQA research | |
uoft-cs/cifar100#74630 | {"task": "Recognize the main object in this small photo."} | {"answer": {"type": "choice", "instructions": "What is shown?", "criteria": {"A": "telephone", "B": "apple", "C": "tulip", "D": "orange", "E": "crocodile", "F": "boy", "G": "rabbit", "H": "keyboard"}}} | {"answer": "D"} | choice | recognition | uoft-cs/cifar100 | CIFAR-100 (research) | |
cauldron/vsr#62208 | {"task": "Judge a spatial relation in the photo."} | {"answer": {"type": "noul", "instructions": "Does the caption \"The orange is at the left side of the bowl.\" correctly depict the image?"}} | {"answer": true} | noul | spatial_reasoning | cauldron/vsr | VSR CC-BY-4.0 / COCO images | |
typed-decisions#tr_security_incidents_000099 | {"alert": {"description": "a security group was opened to the public internet", "evidence": "At 2026-09-15 03:42 UTC, security group SG-9f2b3c was altered to include an inbound rule allowing 0.0.0.0/0 on TCP port 443. The change was performed by user alice@example.com (admin, MFA enabled) from IP 203.0.113.45, which is... | {"credential_compromise": {"instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul"}, "disposition": {"criteria": {"close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "... | {"credential_compromise": {"confidence": 0.266667, "label": "false", "noul": 0.366667, "probabilities": {"false": 0.633333, "true": 0.366667}, "type": "noul"}, "disposition": {"confidence": 0.533333, "label": "investigate", "probabilities": {"close_benign": 0.04, "contain": 0.083333, "investigate": 0.65, "monitor": 0.2... | multi | text_decisions | typed-decisions | apache-2.0 | |
cauldron/screen2words#80595 | {"task": "Match the app screenshot with its summary."} | {"answer": {"type": "choice", "instructions": "", "criteria": {"A": "Welcome page of quotes application", "B": "Page showing the full schedule", "C": "Pop-up displaying to open an app", "D": "Screen displaying the comments page"}}} | {"answer": "D"} | choice | computer_use | cauldron/screen2words | Screen2Words CC-BY-4.0 | |
gen/chess#51301 | {"task": "Read the chess position. White pieces are white discs, black pieces are dark discs; letters are K king, Q queen, R rook, B bishop, N knight, P pawn. Coordinates are on the board edges."} | {"answer": {"type": "score", "instructions": "Count material (P=1, N=3, B=3, R=5, Q=9). Who is ahead?", "criteria": ["1: Black ahead by 5+", "2", "3", "4", "5: White ahead by 5+"]}} | {"answer": 4} | score | gaming | gen/chess | generated (MIT, this project) | |
gen/paddle#3117 | {"task": "Breakout-style game: the ball (with a grey trail showing where it came from) is falling toward the paddle."} | {"answer": {"type": "choice", "instructions": "How should the paddle move to catch the ball?", "criteria": {"A": "move left", "B": "stay", "C": "move right"}}} | {"answer": "A"} | choice | gaming | gen/paddle | generated (MIT, this project) | |
cauldron/chartqa#7036 | {"task": "Read the chart to answer."} | {"answer": {"type": "choice", "instructions": "How much did the Pizza Hut Park cost in 2005?", "criteria": {"A": "40", "B": "99", "C": "51", "D": "65", "E": "35"}}} | {"answer": "D"} | choice | charts_tables | cauldron/chartqa | ChartQA GPL-3.0 repo | |
robo2vlm#13389 | {"task": "Robot manipulation scene understanding (real robot camera)."} | {"answer": {"type": "choice", "instructions": "The robot is tasked to approaching the table with open gripper with the table. After Approaching the table with open gripper, what will be the robot's NEXT action phase?", "criteria": {"A": "Closing gripper to grasp the table", "B": "Moving away with open gripper after rel... | {"answer": "A"} | choice | robotics | robo2vlm | see keplerccc/Robo2VLM-1 card | |
cauldron/tabmwp#35453 | {"task": "Solve the math word problem using the table."} | {"answer": {"type": "choice", "instructions": "Which description matches this image?", "criteria": {"A": "Find the cost of the curried chicken. Multiply:\n$7 × 1 = $7\nFind the cost of the roast chicken. Multiply:\n$5 × 5 = $25\nNow find the total cost by adding:\n$7 + $25 = $32\nThe total cost is $32.", "B": "Subtract... | {"answer": "B"} | choice | charts_tables | cauldron/tabmwp | TabMWP CC-BY-NC-SA-4.0 | |
cauldron/localized_narratives#38324 | {"task": "Match the photo with its description."} | {"answer": {"type": "noul", "instructions": "Does this description match the image?\n\"In this image we can see a three people, two of them are hugging, in front of them, there is a wooden object, there are glasses, jars, and plants, behind them there is a curtain, a board, also we can see the wall.\""}} | {"answer": true} | noul | captions_matching | cauldron/localized_narratives | Localized Narratives CC-BY-4.0 | |
cauldron/ocrvqa#27844 | {"task": "Read the book cover to answer."} | {"answer": {"type": "choice", "instructions": "Who is the author of this book?", "criteria": {"A": "Dilip Kadodwala", "B": "Craig P. Bauer", "C": "Eri Banno", "D": "Madelain Farah", "E": "Michael Palmer", "F": "Ann Charters"}}} | {"answer": "C"} | choice | ocr_documents | cauldron/ocrvqa | OCR-VQA research | |
gen/maze#80927 | {"task": "Navigate the maze. The red circle is the agent, the green square is the goal, dark cells are walls."} | {"answer": {"type": "score", "instructions": "How far is the goal along the shortest path?", "criteria": ["1: 1-3 steps", "2", "3", "4", "5: more than 25 steps"]}} | {"answer": 3} | score | gaming | gen/maze | generated (MIT, this project) | |
cauldron/figureqa#45576 | {"task": "Read the figure to answer."} | {"answer": {"type": "noul", "instructions": "Does Blue have the lowest value?"}} | {"answer": false} | noul | charts_tables | cauldron/figureqa | FigureQA research | |
gen/quality#30958 | {"task": "Image quality assessment."} | {"answer": {"type": "choice", "instructions": "What is the main distortion in this image?", "criteria": {"A": "noise", "B": "too dark", "C": "no visible distortion", "D": "compression artifacts", "E": "too bright", "F": "pixelation", "G": "blur"}}} | {"answer": "E"} | choice | image_quality | gen/quality | derived from source photo | |
gen/chess#73464 | {"task": "Read the chess position. White pieces are white discs, black pieces are dark discs; letters are K king, Q queen, R rook, B bishop, N knight, P pawn. Coordinates are on the board edges."} | {"answer": {"type": "choice", "instructions": "What is on square h6?", "criteria": {"A": "white bishop", "B": "black king", "C": "black pawn", "D": "white queen", "E": "empty square"}}} | {"answer": "E"} | choice | gaming | gen/chess | generated (MIT, this project) | |
gen/tictactoe#389 | {"task": "Play tic-tac-toe optimally."} | {"answer": {"type": "noul", "instructions": "It is O (blue)'s turn. Can O win immediately with one move?"}} | {"answer": true} | noul | gaming | gen/tictactoe | generated (MIT, this project) | |
cauldron/textvqa#30812 | {"task": "Read text in the photo to answer."} | {"answer": {"type": "choice", "instructions": "Who wrote exhibition color lithography?\nOffer a terse response.", "criteria": {"A": "Yes", "B": "Federal art project", "C": "Marolo", "D": "Shirleys", "E": "Unanswerable"}}} | {"answer": "B"} | choice | ocr_documents | cauldron/textvqa | TextVQA CC-BY-4.0 | |
ethz/food101#6911 | {"task": "Recognize the dish."} | {"answer": {"type": "choice", "instructions": "Which dish is shown?", "criteria": {"A": "spaghetti carbonara", "B": "churros", "C": "croque madame", "D": "hummus", "E": "baby back ribs", "F": "spring rolls", "G": "creme brulee", "H": "crab cakes"}}} | {"answer": "A"} | choice | recognition | ethz/food101 | Food-101 (research) | |
gen/2048#65474 | {"task": "Play 2048: tiles slide in the chosen direction and equal tiles merge."} | {"answer": {"type": "noul", "instructions": "Can any move merge at least two tiles right now?"}} | {"answer": true} | noul | gaming | gen/2048 | generated (MIT, this project) | |
cauldron/aokvqa#530 | {"task": "Answer a commonsense question about the photo."} | {"answer": {"type": "choice", "instructions": "Why is the band on the coach?", "criteria": {"A": "Find conductor", "B": "leave town", "C": "go concert", "D": "play instruments"}}} | {"answer": "D"} | choice | general_vqa | cauldron/aokvqa | Apache-2.0 (A-OKVQA) / COCO images | |
cauldron/tallyqa#27874 | {"task": "Count objects in the photo."} | {"answer": {"type": "choice", "instructions": "How many orange squares are in the picture?", "criteria": {"A": "1", "B": "3", "C": "4", "D": "0"}}} | {"answer": "A"} | choice | counting | cauldron/tallyqa | TallyQA Apache-2.0 | |
robo2vlm#18042 | {"task": "Robot manipulation scene understanding (real robot camera)."} | {"answer": {"type": "choice", "instructions": "In the left image (ext1 camera), a red dot is marked. Which point is the closest point in the right image (ext2 camera) corresponding to the same 3D location?", "criteria": {"A": "A", "B": "E", "C": "D", "D": "C", "E": "B"}}} | {"answer": "D"} | choice | robotics | robo2vlm | see keplerccc/Robo2VLM-1 card | |
cauldron/cocoqa#32041 | {"task": "Answer a question about a photo."} | {"answer": {"type": "choice", "instructions": "The base ball player hit what and is running", "criteria": {"A": "Train", "B": "Cows", "C": "Ball", "D": "Fireplace", "E": "Mountains"}}} | {"answer": "C"} | choice | general_vqa | cauldron/cocoqa | COCO-QA research / COCO images | |
cauldron/raven#64345 | {"task": "Solve the visual pattern puzzle."} | {"answer": {"type": "noul", "instructions": "Answer by yes or no. Is the image provided the accurate completion of the logical sequence?"}} | {"answer": true} | noul | spatial_reasoning | cauldron/raven | RAVEN research | |
cauldron/tallyqa#42640 | {"task": "Count objects in the photo."} | {"answer": {"type": "choice", "instructions": "How many airplanes are there?", "criteria": {"A": "0", "B": "2", "C": "3", "D": "1"}}} | {"answer": "D"} | choice | counting | cauldron/tallyqa | TallyQA Apache-2.0 | |
cauldron/localized_narratives#77639 | {"task": "Match the photo with its description."} | {"answer": {"type": "choice", "instructions": "Which description matches this image?", "criteria": {"A": "In this image there are a few people sitting on a water ride. Behind them there is a pool, water slides, metal rods, some objects, rocks and trees. At the bottom of the image there is some text.", "B": "In this ima... | {"answer": "B"} | choice | captions_matching | cauldron/localized_narratives | Localized Narratives CC-BY-4.0 | |
gen/reach#34642 | {"task": "Robot arm, top-down camera: the grey two-jaw gripper is the end effector; objects are on the table."} | {"answer": {"type": "choice", "instructions": "Which object is closest to the gripper?", "criteria": {"A": "green ball", "B": "pink ball", "C": "brown cube", "D": "blue cup"}}} | {"answer": "A"} | choice | robotics | gen/reach | generated (MIT, this project) | |
cauldron/tabmwp#76804 | {"task": "Solve the math word problem using the table."} | {"answer": {"type": "choice", "instructions": "Which description matches this image?", "criteria": {"A": "Find the cost of the large binder clips. Multiply:\n$4 × 1 = $4\nFind the cost of the medium binder clips. Multiply:\n$5 × 2 = $10\nNow find the total cost by adding:\n$4 + $10 = $14\nIt would cost $14.", "B": "Rea... | {"answer": "A"} | choice | charts_tables | cauldron/tabmwp | TabMWP CC-BY-NC-SA-4.0 | |
rlaif-v#31114 | {"task": "Judge two AI answers about the image. Prefer the one that is accurate and does not describe things that are not in the image."} | {"answer": {"type": "choice", "instructions": "What sport is this?", "criteria": {"A": "The sport depicted in the image is tennis. The player is seen swinging a tennis racket on a court while a crowd watches, which is a common scene in tennis matches.", "B": "The sport depicted in the image is tennis. A tennis player i... | {"answer": "A"} | choice | judge_reward | rlaif-v | CC-BY-NC-4.0 (RLAIF-V) | |
cauldron/infographic_vqa#79126 | {"task": "Read the infographic to answer."} | {"answer": {"type": "choice", "instructions": "What is the least concern when it comes to books", "criteria": {"A": "Need to replace aging books", "B": "17", "C": "Cancer", "D": "2030", "E": "1.12 square miles", "F": "283,460"}}} | {"answer": "A"} | choice | ocr_documents | cauldron/infographic_vqa | InfographicVQA research | |
cauldron/chart2text#28677 | {"task": "Match the chart with its description."} | {"answer": {"type": "choice", "instructions": "Which description matches this image?", "criteria": {"A": "The coronavirus that originated in the Chinese city of Wuhan and spread to all Spanish regions mostly affected those aged 70-79 years, according to the most recent data. Some 23 percent of people hospitalized due t... | {"answer": "B"} | choice | charts_tables | cauldron/chart2text | Chart2Text GPL-3.0 | |
uoft-cs/cifar100#35189 | {"task": "Recognize the main object in this small photo."} | {"answer": {"type": "choice", "instructions": "What is shown?", "criteria": {"A": "bowl", "B": "cattle", "C": "trout", "D": "maple tree", "E": "kangaroo"}}} | {"answer": "C"} | choice | recognition | uoft-cs/cifar100 | CIFAR-100 (research) | |
uoft-cs/cifar100#27682 | {"task": "Recognize the main object in this small photo."} | {"answer": {"type": "choice", "instructions": "What is shown?", "criteria": {"A": "porcupine", "B": "lobster", "C": "lamp", "D": "motorcycle", "E": "mountain"}}} | {"answer": "C"} | choice | recognition | uoft-cs/cifar100 | CIFAR-100 (research) | |
cauldron/textvqa#66448 | {"task": "Read text in the photo to answer."} | {"answer": {"type": "choice", "instructions": "What's the first number on the right side of the panel?", "criteria": {"A": "1", "B": "11", "C": "5", "D": "6"}}} | {"answer": "D"} | choice | ocr_documents | cauldron/textvqa | TextVQA CC-BY-4.0 | |
cauldron/scienceqa#66479 | {"task": "Answer the science question."} | {"answer": {"type": "choice", "instructions": "Lecture: An environment includes all of the biotic, or living, and abiotic, or nonliving, things in an area. An ecosystem is created by the relationships that form among the biotic and abiotic parts of an environment.\nThere are many different types of terrestrial, or land... | {"answer": "C"} | choice | science_math | cauldron/scienceqa | ScienceQA CC-BY-NC-SA-4.0 | |
cauldron/screen2words#77922 | {"task": "Match the app screenshot with its summary."} | {"answer": {"type": "choice", "instructions": "", "criteria": {"A": "Popup showing privacy policy", "B": "Page displaying various cities", "C": "Page displaying list of genres", "D": "Screen shows favourites", "E": "Welcome page of a pets app"}}} | {"answer": "A"} | choice | computer_use | cauldron/screen2words | Screen2Words CC-BY-4.0 | |
cauldron/tqa#13607 | {"task": "Answer the textbook question about the diagram."} | {"answer": {"type": "choice", "instructions": "Heading into the body, what does the air pass through after the larynx?", "criteria": {"A": "nose.", "B": "bronchi.", "C": "trachea.", "D": "lung."}}} | {"answer": "C"} | choice | science_math | cauldron/tqa | TQA CC-BY-NC-3.0 | |
cauldron/aokvqa#54282 | {"task": "Answer a commonsense question about the photo."} | {"answer": {"type": "choice", "instructions": "How is the food staying fresh?\nAnswer the question by selecting the correct answer among the 4 following choices and explain your choice with a short sentence. The answer should be formatted with the following format: `Answer: choice", "criteria": {"A": "refrigeration", "... | {"answer": "A"} | choice | general_vqa | cauldron/aokvqa | Apache-2.0 (A-OKVQA) / COCO images | |
typed-decisions#tr_agent_trace_observability_000249 | {"agent": {"autonomy": "checkpointed", "model": "internal-agent-v3"}, "constraints": ["Do not exceed a $50 spend on cloud resources", "Never modify production without an approved change ticket", "Never disable monitoring or alerting"], "task": "Delete personal data for the accounts in the erasure queue.", "trace_summar... | {"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t... | {"action": {"confidence": 0.653333, "label": "human_review", "probabilities": {"continue": 0.02, "human_review": 0.74, "observe": 0.056667, "stop": 0.183333}, "type": "choice"}, "needs_review": {"confidence": 0.92, "label": "true", "noul": 0.96, "probabilities": {"false": 0.04, "true": 0.96}, "type": "noul"}, "outcome"... | multi | text_decisions | typed-decisions | apache-2.0 | |
uoft-cs/cifar100#15789 | {"task": "Recognize the main object in this small photo."} | {"answer": {"type": "choice", "instructions": "What is shown?", "criteria": {"A": "sweet pepper", "B": "skyscraper", "C": "bed", "D": "orchid", "E": "train"}}} | {"answer": "A"} | choice | recognition | uoft-cs/cifar100 | CIFAR-100 (research) | |
wave-ui#38607 | {"task": "Computer use: a UI element is highlighted with a red box on this screenshot."} | {"answer": {"type": "choice", "instructions": "What kind of UI element is highlighted?", "criteria": {"A": "link", "B": "ad", "C": "widget", "D": "information section", "E": "button"}}} | {"answer": "E"} | choice | computer_use | wave-ui | see agentsea/wave-ui-25k card | |
typed-decisions#tr_security_incidents_000090 | {"alert": {"description": "two successful logins from distant locations too close together", "evidence": "At 2026-09-14 03:12:04 UTC a successful authentication for the CI_Runner service was logged from IP 203.0.113.45 (Paris, FR). A second successful login for the same principal occurred 6 minutes later from IP 198.51... | {"credential_compromise": {"instructions": "The evidence indicates a credential or account has been compromised.", "type": "noul"}, "disposition": {"criteria": {"close_benign": "Expected, explainable activity; close without analyst time.", "contain": "Contain the host or account immediately; do not wait for triage.", "... | {"credential_compromise": {"confidence": 0.486667, "label": "true", "noul": 0.743333, "probabilities": {"false": 0.256667, "true": 0.743333}, "type": "noul"}, "disposition": {"confidence": 0.266667, "label": "investigate", "probabilities": {"close_benign": 0.036667, "contain": 0.433333, "investigate": 0.45, "monitor": ... | multi | text_decisions | typed-decisions | apache-2.0 | |
cauldron/clevr#34399 | {"task": "Reason about the objects in a rendered 3D scene."} | {"answer": {"type": "noul", "instructions": "Does the yellow shiny object have the same shape as the tiny gray thing?"}} | {"answer": false} | noul | spatial_reasoning | cauldron/clevr | CLEVR CC-BY-4.0 |
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