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MMMU
MMMU is identified by its primary project source as an evaluation family covering multimodal understanding and expert knowledge. This entry publishes independently authored task signatures only.
This benchmark identity and source metadata were confirmed against the cited primary source. Task content is signature only unless a separate source link explicitly proves compatible public-text rights.
expert knowledge multimodal understanding
Primary source: MMMU project
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Stable Task identities and signatures
Image-text reasoning
KFA Task ID: benchmark-task-scout-2f12f5032c25dc8ce6486316
Source or catalog identity: mmmu-image-text-reasoning
Evaluate whether an agent can answer using jointly provided visual and textual evidence in a multimodal evaluation environment. Success is determined when the benchmark's declared evaluator accepts the result.
Visual uncertainty
KFA Task ID: benchmark-task-scout-589258008681b3432261309d
Source or catalog identity: mmmu-visual-uncertainty
Evaluate whether an agent can avoid asserting details that are not visible or resolvable in a multimodal task with ambiguous evidence. Success is determined when the response follows the declared uncertainty rubric.
Visual detail grounding
KFA Task ID: benchmark-task-scout-95104477ca54dbbcd06bde05
Source or catalog identity: mmmu-visual-detail-grounding
Evaluate whether an agent can locate and interpret a relevant visual detail in a controlled image input. Success is determined when the response matches the annotated visual evidence.
Diagram reasoning
KFA Task ID: benchmark-task-scout-ca38adf11ee85eb44e14cb6a
Source or catalog identity: mmmu-diagram-reasoning
Evaluate whether an agent can reason over relationships represented in a diagram in an image-and-text task. Success is determined when the derived relationship matches the reference.
Tasks
signature only
Image-text reasoning
KFA Task ID: benchmark-task-scout-2f12f5032c25dc8ce6486316
Source or catalog identity: mmmu-image-text-reasoning
Evaluate whether an agent can answer using jointly provided visual and textual evidence in a multimodal evaluation environment. Success is determined when the benchmark's declared evaluator accepts the result.
signature only
Visual uncertainty
KFA Task ID: benchmark-task-scout-589258008681b3432261309d
Source or catalog identity: mmmu-visual-uncertainty
Evaluate whether an agent can avoid asserting details that are not visible or resolvable in a multimodal task with ambiguous evidence. Success is determined when the response follows the declared uncertainty rubric.
signature only
Visual detail grounding
KFA Task ID: benchmark-task-scout-95104477ca54dbbcd06bde05
Source or catalog identity: mmmu-visual-detail-grounding
Evaluate whether an agent can locate and interpret a relevant visual detail in a controlled image input. Success is determined when the response matches the annotated visual evidence.
signature only
Diagram reasoning
KFA Task ID: benchmark-task-scout-ca38adf11ee85eb44e14cb6a
Source or catalog identity: mmmu-diagram-reasoning
Evaluate whether an agent can reason over relationships represented in a diagram in an image-and-text task. Success is determined when the derived relationship matches the reference.
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