Open LMM Reasoning - MathVerse: leaderboard

The "MathVerse" 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. 100 models tracked.

Top models

#ModelScoreOverall rank
1Median Human66.7
2Doubao-1.5-Pro64.7#287
3Gemini 1.5 Pro (002)54.8#349
4InternVL3-78B51#352
5GPT-4o ChatGPT49.9
6GPT-4.1 (2025-04-14)48.9#250
7InternVL3-38B48.2#405
8QVQ-72B-Preview48.2#440
9VLAA-Thinker-Qwen2.5VL-7B48.2#555
10Gemini 2.0 Flash47.8#342
11GPT-4.1 Mini47.3#355
12Claude 3.7 Sonnet46.7#249
13Taichu-VLR-7B46.7#526
14Claude 3.5 Sonnet (20241022)46.3#291
15InternVL3-14B43.7#505

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