OpenVLM MMBench V1.0 CN - LR: leaderboard

MMBench v1.0 Chinese test questions on logical reasoning (LR: structured image-text understanding and future prediction), 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
1GPT-4.1 (2025-04-14)89#257
2GPT-4.1 Mini86.7#363
3InternVL3-38B83.2#413
4Claude 3.5 Sonnet (20241022)82.7#302
5Grok 2 (1212)82.1#502
6InternVL3-78B81.5#361
7InternVL2.5-78B80.9#434
8Qwen 2 VL 72B78#450
9InternVL3-14B76.9#506
10Claude 3.7 Sonnet75.7#259
11Moonshot v1 8K75.7#622
12Claude 3.5 Sonnet74#362
13Gemma 3 27B72.8#606
14InternVL3-8B69.4#624
15Qwen 2.5 VL 7B69.4#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-cn-lr · How It Works · Data refreshed daily, snapshot 2026-11-05.