Open LMM Reasoning - MathVerse - Length: leaderboard

The "MathVerse - Length" 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
1Doubao-1.5-Pro68.7#287
2Gemini 1.5 Pro (002)62.6#349
3InternVL3-78B58.2#352
4GPT-4.1 (2025-04-14)58.2#250
5Taichu-VLR-7B58.2#526
6GPT-4.1 Mini56.6#355
7GPT-4o ChatGPT56.6
8VLAA-Thinker-Qwen2.5VL-7B56#555
9InternVL3-38B53.8#405
10QVQ-72B-Preview52.7#440
11Claude 3.5 Sonnet (20241022)52.2#291
12Claude 3.7 Sonnet52.2#249
13InternVL3-14B50.5#505
14Gemini 2.0 Flash50#342
15Qwen 2.5 VL 7B48.9#643

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