OpenVLM MME - Cognition: leaderboard

OpenCompass OpenVLM MME subcategory score for visual cognition and reasoning questions.

Metric: Score. Source: huggingface.co. Saturation forecast: Estimated already saturated. 235 models tracked.

Top models

#ModelScoreOverall rank
1InternVL3-78B753.2#352
2Qwen 2 VL 72B733.6#460
3InternVL3-38B727.1#405
4InternVL3-14B720.7#505
5InternVL2.5-78B719.3#431
6Gemini 2.0 Flash707.5#342
7GPT-4.1 (2025-04-14)673.9#250
8InternVL3-8B673.6#620
9Claude 3.7 Sonnet649.6#249
10Qwen 2 VL 7B637.1#750
11Moonshot v1 8K625.7#617
12GPT-4.1 Mini615.7#355
13Qwen 2.5 VL 7B613.9#643
14Claude 3.5 Sonnet (20241022)599.6#291
15MiniCPM-V-2.6597.9#836

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=openvlm-mme-cognition · How It Works · Data refreshed daily, snapshot 2026-10-20.