Open LMM Reasoning - DynaMath - Subject-graph theory: leaderboard

The "DynaMath - Subject-graph theory" 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
1GPT-4o ChatGPT43.8
2GPT-4.1 Mini33.3#355
3GPT-4.1 (2025-04-14)31.2#250
4Claude 3.7 Sonnet27.1#249
5Doubao-1.5-Pro22.9#287
6Claude 3.5 Sonnet (20241022)20.8#291
7Qwen 2 VL 72B20.8#460
8GPT-4.1 Nano18.8#731
9Gemini 2.0 Flash18.8#342
10Gemini 1.5 Pro (002)16.7#349
11Grok 2 (1212)16.7#496
12InternVL3-38B14.6#405
13Qwen 2 VL 7B14.6#750
14Gemma 3 27B14.6#607
15InternVL2.5-8B-BoN-814.6#639

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-dynamath-subject-graph-theory · How It Works · Data refreshed daily, snapshot 2026-10-20.