Open LMM Reasoning - MMMath - Difficulty-hard: leaderboard

The "MMMath - Difficulty-hard" 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: Around 2028. 8 models tracked.

Top models

#ModelScoreOverall rank
1InternVL2-8B9#817
2Qwen 2 VL 72B8.6#460
3Qwen 2 VL 7B6#750
4Qwen 2 VL 2B3.3#1220
5Llama 3.2 11B Instruct2.5#1126

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-mmmath-difficulty-hard · How It Works · Data refreshed daily, snapshot 2026-10-20.