Open LMM Reasoning - MathVision - combinatorial geometry: leaderboard
The "MathVision - combinatorial geometry" 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. 100 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Doubao-1.5-Pro | 36.7 | #287 |
| 2 | GPT-4.1 Mini | 35.7 | #355 |
| 3 | GPT-4.1 (2025-04-14) | 34.7 | #250 |
| 4 | Claude 3.7 Sonnet | 33.1 | #249 |
| 5 | GPT-4o ChatGPT | 33.1 | |
| 6 | Gemini 2.0 Flash | 31.8 | #342 |
| 7 | Gemini 1.5 Pro (002) | 30.2 | #349 |
| 8 | InternVL2.5-78B | 29.9 | #431 |
| 9 | Claude 3.5 Sonnet (20241022) | 28.6 | #291 |
| 10 | Qwen 2 VL 72B | 28.2 | #460 |
| 11 | URSA-8B | 26.6 | #811 |
| 12 | InternVL3-14B | 26.3 | #505 |
| 13 | InternVL3-78B | 25.6 | #352 |
| 14 | QVQ-72B-Preview | 25.6 | #440 |
| 15 | Moonshot v1 8K | 25.3 | #617 |
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-mathvision-combinatorial-geometry · How It Works · Data refreshed daily, snapshot 2026-10-20.