Open LMM Reasoning - MathVista - VQA: leaderboard

The "MathVista - VQA" 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. 100 models tracked.

Top models

#ModelScoreOverall rank
1Step-1o64.8
2ChatGPT-4o-latest64.2
3InternVL3-78B63.7#352
4Ovis2-34B62.6
5Qwen2.5-VL-72B62.6
6InternVL3-38B62.6#405
7Ovis2-4B62
8Doubao-1.5-Pro61.5#287
9InternVL2.5-38B60.9
10Ovis1.6-Gemma2-27B60.3

Interactive version: theaggregate.ai/benchmark?slug=open-lmm-reasoning-mathvista-vqa · How It Works · Data refreshed daily, snapshot 2026-10-20.