Open LMM Reasoning - MathVista - ARI: leaderboard

The "MathVista - ARI" 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
1InternVL3-78B74.5#352
2InternVL3-38B73.7#405
3Step-1o72.8
4Ovis2-34B72.2
5Doubao-1.5-Pro72#287
6SenseNova71.7
7InternVL2.5-78B-MPO70.8
8Qwen2.5-VL-72B70.5
9InternVL2.5-38B70
10Ovis2-4B69.7

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