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Real-world visual perception on MME-RealWorld CN

73.31Accuracy

Gemini-3.1-Pro

Updated 2mo ago

Evaluation Results

Method	Links
Gemini-3.1-Pro 2026.05		73.31
GPT-5.4 2026.05		70.93
Vision-OPD (Ours) 2026.05		70.76
Vision-OPD (Ours) 2026.05		70.46
Qwen3.5 2026.05		69.82
Qwen3-VL-Instruct 2026.05		69.04
SenseNova-MARS 2026.05		68.9
GPT-5.2 2026.05		68.8
ZwZ 2026.05		68.09
Qwen3.5 2026.05		67.67
Kimi-K2.5 2026.05		65.71
GLM-4.6V 2026.05		65.62
DeepEyesV2 2026.05		65.07
Qwen3-VL-Instruct 2026.05		64.61
Thyme 2026.05		64.59
DeepEyes 2026.05		64.09
Qwen3.5 2026.05		63.7
MiniCPM-V-4.5 2026.05		61.64
MiMo-VL-RL 2026.05		55.89