MMMU Pro (Standard 10) leaderboard
As of November 14, 2026, among the results listed here, Thinking Machines Inkling 2 Small has the highest reported MMMU Pro (Standard 10) score, 81.6%, published by Thinking Machines, ahead of Thinking Machines Inkling Small at 74.0%. 3 models have a MMMU Pro (Standard 10) result in our records.
Scores as the model makers published them, not re-run by us; each row links to its announcement.
Best reported score
81.6%
T Thinking Machines Inkling 2 Small
Reported by Thinking Machines, November 9, 2026
3 models ranked · 1 maker
| Rank | Model | Score | Setting | Reported by | Date |
|---|---|---|---|---|---|
| 1 | T Inkling 2 Small | 81.6% | Not published | Thinking Machines | November 9, 2026 (model release) |
| 2 | T Inkling Small | 74.0% | Not published | Thinking Machines | July 30, 2026 (model release) |
| 3 | T Inkling | 73.5% | Not published | Thinking Machines | July 30, 2026 (model release) |
How much to trust these numbers
- Source
- Reported by the model makers themselves. Not re-run by LLMBenchmark or anyone independent.
- Settings
- All ranked results use the same reported setting.
- Spread
- 81.6% to 73.5% across 3 models.
- Freshness
- Newest result published November 9, 2026; oldest July 30, 2026.
What MMMU Pro (Standard 10) measures
It tests multimodal reasoning using ten-choice questions; scores are reported on a 0–100 scale, with higher scores indicating better performance.