Open LMM Reasoning - MathVision - solid geometry: leaderboard

The "MathVision - solid 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

#ModelScoreOverall rank
1Doubao-1.5-Pro45.1#287
2Gemini 2.0 Flash43.4#342
3GPT-4.1 (2025-04-14)38.9#250
4GPT-4.1 Mini36.5#355
5GPT-4o ChatGPT36.5
6Gemini 1.5 Pro (002)35.7#349
7Claude 3.7 Sonnet35.2#249
8InternVL3-78B34.8#352
9Gemma 3 27B33.6#607
10Gemma 3 12B33.6#671
11InternVL3-38B33.2#405
12Claude 3.5 Sonnet (20241022)30.7#291
13InternVL2.5-78B30.7#431
14QVQ-72B-Preview30.3#440
15InternVL3-14B29.9#505

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-solid-geometry · How It Works · Data refreshed daily, snapshot 2026-10-20.