Open LMM Reasoning - MMMath - Year-eight: leaderboard
The "MMMath - Year-eight" subtask of Open LMM Reasoning. A task from the Open LMM Reasoning leaderboard, which evaluates large multimodal models on multi-step visual, mathematical and logical reasoning problems.
Metric: Accuracy (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 8 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | InternVL2-8B | 23.8 | #817 |
| 2 | Qwen 2 VL 72B | 18.2 | #460 |
| 3 | Qwen 2 VL 7B | 14.7 | #750 |
| 4 | Qwen 2 VL 2B | 7.2 | #1220 |
| 5 | Llama 3.2 11B Instruct | 3.9 | #1126 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=open-lmm-reasoning-mmmath-year-eight · How It Works · Data refreshed daily, snapshot 2026-10-20.