Open LMM Reasoning - WeMath: leaderboard

The "WeMath" 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
1Doubao-1.5-Pro65.7#287
2GPT-4.1 (2025-04-14)55.5#250
3GPT-4o ChatGPT50.6
4Gemini 1.5 Pro (002)50.5#349
5InternVL3-38B49.3#405
6Claude 3.7 Sonnet49.3#249
7Gemini 2.0 Flash47.4#342
8InternVL3-78B46.1#352
9Claude 3.5 Sonnet (20241022)44#291
10Taichu-VLR-7B44#526
11VLAA-Thinker-Qwen2.5VL-7B41.5#555
12InternVL3-14B41.3#505
13Gemma 3 27B40.7#607
14InternVL2.5-78B39.8#431
15InternVL3-8B39.5#620

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