Open LMM Reasoning - LogicVista: leaderboard

The "LogicVista" 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. 83 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4.1 Mini64.9#355
2GPT-4o ChatGPT64.4
3Doubao-1.5-Pro64.2#287
4GPT-4.1 (2025-04-14)61.1#250
5Claude 3.5 Sonnet (20241022)60.4#291
6Claude 3.7 Sonnet58.2#249
7QVQ-72B-Preview58.2#440
8InternVL3-38B57.7#405
9InternVL3-78B55.9#352
10Gemini 1.5 Pro (002)54.4#349
11Gemini 2.0 Flash52.3#342
12InternVL3-14B52.1#505
13Grok 2 (1212)49.9#496
14InternVL2.5-78B49#431
15VLAA-Thinker-Qwen2.5VL-7B48.5#555

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