Open LMM Reasoning - MathVision - logic: leaderboard

The "MathVision - logic" 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-Pro52.1#287
2Claude 3.7 Sonnet49.6#249
3GPT-4.1 Mini47.9#355
4Gemini 2.0 Flash42#342
5GPT-4o ChatGPT42
6GPT-4.1 (2025-04-14)38.7#250
7InternVL3-14B35.3#505
8QVQ-72B-Preview35.3#440
9GPT-4.1 Nano33.6#731
10Gemma 3 27B33.6#607
11Claude 3.5 Sonnet (20241022)32.8#291
12Gemini 1.5 Pro (002)32.8#349
13InternVL3-78B32.8#352
14Gemma 3 12B31.9#671
15InternVL3-38B29.4#405

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