AI benchmarks and leaderboards are different things
Learn the difference between a benchmark, an evaluation run and a leaderboard, and use each to answer the right question.
Model reports
MMMU
Image preprocessing and chain-of-thought settings affect results.
Evaluation context and evidence
- Source
- Model reports
- Publisher
- Not recorded
- Benchmark release
- 2023-11-27
- Collected
- Not recorded
- Modality
- Not recorded
These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.
Original sources
Reported results 4
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| Claude Opus 4 | 76.5 | percent | extended thinking up to 64K tokens | 2025-05-22 · document_publication | Claude Opus 4 and Sonnet 4 |
| Claude Sonnet 4 | 74.4 | percent | extended thinking up to 64K tokens | 2025-05-22 · document_publication | Claude Opus 4 and Sonnet 4 |
| Gemini 2.5 Pro | 82.0 | percent | single attempt | 2025-06-17 · document_publication | Gemini 2.5 Pro |
| Qwen3.5-397B-A17B | 85.0 | percent | thinking (temp 0.6, top_p 0.95, top_k 20) | 2026-02-16 · document_publication | Qwen3.5-397B-A17B |