multimodal benchmark
MMMUval
Validation set for MMMU (Massive Multi-discipline Multimodal Understanding and Reasoning) benchmark, designed to evaluate multimodal models on massive multi-discipline tasks demanding college-level subject knowledge and deliberate reasoning across Art & Design, Business, Science, Health & Medicine, Humanities & Social Science, and Tech & Engineering.
Updated Aug 7, 2026
Published models4
Registry coverage4
MetricScore
EvidenceB
MMMUval leaderboard
Sorted by the source-provided rank. Higher score is better according to the registry.
| 1 | AC | 80.6% | 100.0% | 4 | C | |
| 2 | AC | 78.7% | 66.7% | 4 | C | |
| 3 | AN | 77.8% | 33.3% | 4 | C | |
| 4 | AC | 64.5% | 0.0% | 4 | C |
Score distribution
Top published rows on the benchmark's original scale.
MMMUval highlights
The top published results on this benchmark's own scale.
What is MMMUval?
Definition and scoring fields from the benchmark registry.
Validation set for MMMU (Massive Multi-discipline Multimodal Understanding and Reasoning) benchmark, designed to evaluate multimodal models on massive multi-discipline tasks demanding college-level subject knowledge and deliberate reasoning across Art & Design, Business, Science, Health & Medicine, Humanities & Social Science, and Tech & Engineering.
Scores are shown in ratio. The current registry marks this benchmark as not independently verified with evidence level B.
- Family
- MMMUval
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- mmmuval|llm-stats-current
Source-native results are preserved. Eligibility for the overall LLMBoard score is a separate policy decision.
FAQ
Common questions about MMMUval.
Which model scores highest on MMMUval?
Qwen3 VL 235B A22B Thinking is currently ranked first with 80.6%.
What does MMMUval measure?
Validation set for MMMU (Massive Multi-discipline Multimodal Understanding and Reasoning) benchmark, designed to evaluate multimodal models on massive multi-discipline tasks demanding college-level subject knowledge and deliberate reasoning across Art & Design, Business, Science, Health & Medicine, Humanities & Social Science, and Tech & Engineering.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
4 unique published model results are currently shown.
Does this benchmark affect the overall score?
This benchmark is preserved as source-native evidence but is not eligible for the current overall score.