OpenVLM MMBench V1.0 EN - RR: leaderboard

MMBench v1.0 English test questions on relation reasoning (RR: social, physical and natural relations), from the OpenCompass OpenVLM Leaderboard (VLMEvalKit). CircularEval counts a question only if every rotation of its options is answered correctly. Accuracy in percent, higher is better; this is the original question set, separate from the MMBench V1.1 boards.

Metric: Accuracy (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 231 models tracked.

Top models

#ModelScoreOverall rank
1InternVL3-78B90#361
2InternVL2.5-78B90#434
3InternVL3-38B84.8#413
4GPT-4.1 Mini84.4#363
5InternVL3-14B83.9#506
6InternVL3-8B82.5#624
7InternVL2-8B82.5#813
8GPT-4.1 (2025-04-14)82#257
9Qwen 2 VL 72B82#450
10Grok 2 (1212)81#502
11MiniCPM-V-2.680.6#827
12Gemma 3 27B80.1#606
13Claude 3.5 Sonnet (20241022)78.7#302
14Qwen 2 VL 7B78.2#743
15Qwen 2.5 VL 7B78.2#641

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

Interactive version: theaggregate.ai/benchmark?slug=openvlm-mmbench-v1-0-en-rr · How It Works · Data refreshed daily, snapshot 2026-11-05.