OpenVLM MMBench V1.0 CN - AR: leaderboard

MMBench v1.0 Chinese test questions on attribute reasoning (AR: physical property, function and identity reasoning), 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. 230 models tracked.

Top models

#ModelScoreOverall rank
1InternVL3-38B88.5#413
2InternVL3-78B87.8#361
3GPT-4.1 (2025-04-14)87.2#257
4InternVL3-14B85.4#506
5InternVL2.5-78B85.4#434
6Grok 2 (1212)85.4#502
7Qwen 2 VL 72B85.1#450
8GPT-4.1 Mini84.4#363
9InternVL3-8B84#624
10Gemma 3 27B83.3#606
11Qwen 2.5 VL 7B83.3#641
12Aquila-VL-2B83#1216
13MiniCPM-V-2.682.6#827
14Qwen 2 VL 7B82.6#743
15Claude 3.5 Sonnet82.6#362

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-cn-ar · How It Works · Data refreshed daily, snapshot 2026-11-05.