multimodal benchmark
MMMUval Leaderboard
MMMUval is the validation set for the MMMU (Massive Multi-discipline Multimodal Understanding and Reasoning) benchmark.
Updated Sep 5, 2026
Models4
Model coverage4
MetricScore
EvidenceB
MMMUval Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelAC | Score80.60% | Percentile100.00% | Participants4 | EvidenceC | Evaluated |
| Rank02 | ModelAC | Score78.70% | Percentile66.67% | Participants4 | EvidenceC | Evaluated |
| Rank03 | ModelAN | Score77.80% | Percentile33.33% | Participants4 | EvidenceC | Evaluated |
| Rank04 | ModelAC | Score64.50% | Percentile0.00% | Participants4 | EvidenceC | Evaluated |
MMMUval Highlights
The leading models and scores on this benchmark.
MMMUval Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for MMMUval
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What is MMMUval?
What MMMUval measures and how its scores work.
MMMUval is a multimodal benchmark validation set covering Art & Design, Business, Science, Health & Medicine, Humanities & Social Science, and Tech & Engineering.
It measures multimodal understanding and reasoning on tasks requiring college-level subject knowledge and deliberate reasoning, reported as a Score ratio.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- MMMUval
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- overall
LLM Stats. Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about MMMUval.
Which model scores highest on MMMUval?
Qwen3 VL 235B A22B Thinking is currently ranked first with 80.60%.
What are the top three models on MMMUval?
The current leaders are Qwen3 VL 235B A22B Thinking (80.60%), Qwen3 VL 235B A22B Instruct (78.70%), and Claude Sonnet 4.5 (77.80%).
Which MMMUval model has the lowest official input price?
Claude Sonnet 4.5 has the lowest matched official input price at $3.0 input / $15 output per 1M tokens.
Which models are fastest among MMMUval results?
The fastest matched records are Claude Sonnet 4.5 (42.00 tok/s via Anthropic).
Does the highest score result prove overall model quality?
No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.