Open LMM Reasoning - WeMath - Three-step(S3): leaderboard

The "WeMath - Three-step(S3)" 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-Pro70.9#287
2GPT-4.1 (2025-04-14)61.8#250
3Gemini 2.0 Flash60.6#342
4GPT-4o ChatGPT58.8
5Claude 3.7 Sonnet56.4#249
6Taichu-VLR-7B56.4#526
7Claude 3.5 Sonnet (20241022)54.5#291
8Gemini 1.5 Pro (002)53.9#349
9QVQ-72B-Preview53.9#440
10InternVL2.5-8B-BoN-853.9#639
11InternVL3-38B52.7#405
12InternVL3-78B50.3#352
13InternVL3-14B49.7#505
14GPT-4.1 Nano49.1#731
15VLAA-Thinker-Qwen2.5VL-7B49.1#555

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-three-step-s3 · How It Works · Data refreshed daily, snapshot 2026-10-20.