multimodal benchmark
MMMU (val)
Validation set of the Massive Multi-discipline Multimodal Understanding and Reasoning benchmark. Features college-level multimodal questions across 6 core disciplines (Art & Design, Business, Science, Health & Medicine, Humanities & Social Science, Tech & Engineering) spanning 30 subjects and 183 subfields with diverse image types including charts, diagrams, maps, and tables.
Updated Aug 7, 2026
Published models11
Registry coverage11
MetricScore
EvidenceB
MMMU (val) leaderboard
Sorted by the source-provided rank. Higher score is better according to the registry.
| 1 | AC | 78.1% | 100.0% | 11 | C | |
| 2 | AC | 76.0% | 90.0% | 11 | C | |
| 3 | AC | 76.0% | 80.0% | 11 | C | |
| 4 | AC | 74.2% | 70.0% | 11 | C | |
| 5 | AC | 74.1% | 60.0% | 11 | C | |
| 6 | AC | 70.8% | 50.0% | 11 | C | |
| 7 | AC | 69.6% | 40.0% | 11 | C | |
| 8 | AC | 67.4% | 30.0% | 11 | C | |
| 9 | GO | 64.9% | 20.0% | 11 | C | |
| 10 | GO | 59.6% | 10.0% | 11 | C | |
| 11 | GO | 48.8% | 0.0% | 11 | C |
Score distribution
Top published rows on the benchmark's original scale.
MMMU (val) highlights
The top published results on this benchmark's own scale.
What is MMMU (val)?
Definition and scoring fields from the benchmark registry.
Validation set of the Massive Multi-discipline Multimodal Understanding and Reasoning benchmark. Features college-level multimodal questions across 6 core disciplines (Art & Design, Business, Science, Health & Medicine, Humanities & Social Science, Tech & Engineering) spanning 30 subjects and 183 subfields with diverse image types including charts, diagrams, maps, and tables.
Scores are shown in ratio. The current registry marks this benchmark as not independently verified with evidence level B.
- Family
- MMMU (val)
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- mmmu-(val)|llm-stats-current
Source-native results are preserved. Eligibility for the overall LLMBoard score is a separate policy decision.
FAQ
Common questions about MMMU (val).
Which model scores highest on MMMU (val)?
Qwen3 VL 32B Thinking is currently ranked first with 78.1%.
What does MMMU (val) measure?
Validation set of the Massive Multi-discipline Multimodal Understanding and Reasoning benchmark. Features college-level multimodal questions across 6 core disciplines (Art & Design, Business, Science, Health & Medicine, Humanities & Social Science, Tech & Engineering) spanning 30 subjects and 183 subfields with diverse image types including charts, diagrams, maps, and tables.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
11 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.