Open LMM Reasoning - MathVision - analytic geometry: leaderboard

The "MathVision - analytic 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
1GPT-4.1 (2025-04-14)58.3#250
2Gemini 2.0 Flash51.2#342
3GPT-4o ChatGPT51.2
4GPT-4.1 Mini48.8#355
5Doubao-1.5-Pro48.8#287
6QVQ-72B-Preview46.4#440
7Claude 3.7 Sonnet44#249
8InternVL3-14B42.9#505
9Claude 3.5 Sonnet (20241022)41.7#291
10Gemini 1.5 Pro (002)41.7#349
11GPT-4.1 Nano39.3#731
12InternVL2.5-78B-CoT39.3#469
13InternVL3-8B38.1#620
14InternVL3-38B38.1#405
15Gemma 3 12B38.1#671

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