Open LMM Reasoning - MathVision - graph theory: leaderboard

The "MathVision - 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-4.1 Mini41.1#355
2GPT-4o ChatGPT36.7
3GPT-4.1 (2025-04-14)31.1#250
4Gemini 2.0 Flash28.9#342
5Gemini 1.5 Pro (002)28.9#349
6InternVL3-78B28.9#352
7InternVL3-14B27.8#505
8GPT-4.1 Nano26.7#731
9Gemma 3 27B26.7#607
10Qwen 2 VL 72B25.6#460
11Moonshot v1 8K25.6#617
12QVQ-72B-Preview25.6#440
13Doubao-1.5-Pro25.6#287
14InternVL3-38B24.4#405
15Claude 3.7 Sonnet24.4#249

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