Open LMM Reasoning - LogicVista - mechanical: leaderboard

The "LogicVista - mechanical" 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-4o ChatGPT75.7
2Claude 3.7 Sonnet68.9#249
3GPT-4.1 Mini67.6#355
4Claude 3.5 Sonnet (20241022)66.2#291
5InternVL3-38B66.2#405
6Doubao-1.5-Pro66.2#287
7Gemini 1.5 Pro (002)64.9#349
8Grok 2 (1212)64.9#496
9InternVL2.5-78B62.2#431
10QVQ-72B-Preview62.2#440
11GPT-4.1 (2025-04-14)60.8#250
12InternVL3-8B59.5#620
13Qwen 2.5 VL 7B59.5#643
14InternVL3-78B56.8#352
15Gemini 2.0 Flash55.4#342

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