Open LMM Reasoning - MathVerse - Solid Geometry: leaderboard

The "MathVerse - 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-Pro52.9#287
2Claude 3.7 Sonnet38.7#249
3Gemini 1.5 Pro (002)37.8#349
4InternVL3-38B37.8#405
5InternVL3-78B37.8#352
6GPT-4.1 Mini34.5#355
7Claude 3.5 Sonnet (20241022)34.5#291
8GPT-4o ChatGPT33.6
9InternVL3-14B31.9#505
10GPT-4.1 (2025-04-14)30.3#250
11InternVL3-8B28.6#620
12QVQ-72B-Preview28.6#440
13Gemini 2.0 Flash27.7#342
14VLAA-Thinker-Qwen2.5VL-7B27.7#555
15InternVL2.5-78B-CoT23.5#469

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