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ResearchFormerly WizWand

Real-world visual perception on MME-RealWorld CN

73.31AccuracyGemini-3.1-Pro
55.193259.896664.669.3034May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Gemini-3.1-ProParam Size=-, Inference Mode=Closed-Source2026.0573.31
GPT-5.4Param Size=-, Inference Mode=Closed-Source2026.0570.93
Vision-OPD (Ours)Param Size=4B, Inference Mode=Single Forward Pass2026.0570.76
Vision-OPD (Ours)Param Size=9B, Inference Mode=Single Forward Pass2026.0570.46
Qwen3.5Param Size=397B, Inference Mode=Single Forward Pass2026.0569.82
Qwen3-VL-InstructParam Size=235B, Inference Mode=Single Forward Pass2026.0569.04
SenseNova-MARSParam Size=8B, Inference Mode=Agentic2026.0568.9
GPT-5.2Param Size=-, Inference Mode=Closed-Source2026.0568.8
ZwZParam Size=8B, Inference Mode=Single Forward Pass2026.0568.09
Qwen3.5Param Size=9B, Inference Mode=Single Forward Pass2026.0567.67
Kimi-K2.5Param Size=1T, Inference Mode=Single Forward Pass2026.0565.71
GLM-4.6VParam Size=106B, Inference Mode=Single Forward Pass2026.0565.62
DeepEyesV2Param Size=7B, Inference Mode=Agentic2026.0565.07
Qwen3-VL-InstructParam Size=8B, Inference Mode=Single Forward Pass2026.0564.61
ThymeParam Size=7B, Inference Mode=Agentic2026.0564.59
DeepEyesParam Size=7B, Inference Mode=Agentic2026.0564.09
Qwen3.5Param Size=4B, Inference Mode=Single Forward Pass2026.0563.7
MiniCPM-V-4.5Param Size=9B, Inference Mode=Single Forward Pass2026.0561.64
MiMo-VL-RLParam Size=7B, Inference Mode=Single Forward Pass2026.0555.89