Open LMM Reasoning - MathVista - NUM: leaderboard

The "MathVista - NUM" 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-1o63.2
2ChatGPT-4o-latest59.7
3SenseNova56.2
4Doubao-1.5-Pro56.2#287
5SAIL-VL-1.6-8B56.2
6InternVL3-78B55.6#352
7Ovis2-34B54.2
8Step-1.5V53.5
9HunYuan-Standard-Vision53.5
10InternVL2.5-78B-MPO52.8

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