Open LMM Reasoning - MathVerse - Coordinate: leaderboard

The "MathVerse - Coordinate" 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 (2025-04-14)87.5#250
2GPT-4.1 Mini81.2#355
3InternVL3-38B75#405
4QVQ-72B-Preview75#440
5Gemini 2.0 Flash68.8#342
6InternVL3-78B68.8#352
7GPT-4o ChatGPT68.8
8Doubao-1.5-Pro68.8#287
9Taichu-VLR-7B68.8#526
10Gemini 1.5 Pro (002)62.5#349
11InternVL3-14B62.5#505
12Claude 3.7 Sonnet62.5#249
13InternVL2.5-78B62.5#431
14Claude 3.5 Sonnet (20241022)56.2#291
15Qwen 2 VL 72B56.2#460

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