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Yue and colleagues: MMMU multidisciplinary multimodal evaluation

Contribution grade

AI evaluation and agent infrastructure · Evaluation resource design

Reference score100,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Collected interleaved image/text questions demanding college-level knowledge and visual reasoning across multiple subjects.

Scientific scope

Collected interleaved image/text questions demanding college-level knowledge and visual reasoning across multiple subjects. Only general multimodal benchmark construction is acquired; no medical or biological achievement is admitted. A high score does not certify expert AGI or unrestricted domain competence.

Evidence

The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Only general multimodal benchmark construction is acquired; no medical or biological achievement is admitted. A high score does not certify expert AGI or unrestricted domain competence.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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