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ResearchFormerly WizWand

Real-world visual perception on MME-RealWorld Lite

56.38AccuracyKimi-K2.5
34.976840.533446.0951.6466May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Kimi-K2.5Param Size=1T, Inference Mode=Single Forward Pass2026.0556.38
Vision-OPD (Ours)Param Size=4B, Inference Mode=Single Forward Pass2026.0555.45
ThymeParam Size=7B, Inference Mode=Agentic2026.0555.18
ZwZParam Size=8B, Inference Mode=Single Forward Pass2026.0554.35
DeepEyesParam Size=7B, Inference Mode=Agentic2026.0553.2
DeepEyesV2Param Size=7B, Inference Mode=Agentic2026.0551.59
Vision-OPD (Ours)Param Size=9B, Inference Mode=Single Forward Pass2026.0549.56
Gemini-3.1-ProParam Size=-, Inference Mode=Closed-Source2026.0549.5
GPT-5.4Param Size=-, Inference Mode=Closed-Source2026.0548.1
GPT-5.2Param Size=-, Inference Mode=Closed-Source2026.0547.06
Qwen3-VL-InstructParam Size=8B, Inference Mode=Single Forward Pass2026.0546.53
Qwen3.5Param Size=9B, Inference Mode=Single Forward Pass2026.0546.12
Qwen3.5Param Size=397B, Inference Mode=Single Forward Pass2026.0545.39
SenseNova-MARSParam Size=8B, Inference Mode=Agentic2026.0543.67
GLM-4.6VParam Size=106B, Inference Mode=Single Forward Pass2026.0543.1
Qwen3-VL-InstructParam Size=235B, Inference Mode=Single Forward Pass2026.0542.83
MiniCPM-V-4.5Param Size=9B, Inference Mode=Single Forward Pass2026.0542.31
MiMo-VL-RLParam Size=7B, Inference Mode=Single Forward Pass2026.0539.5
Qwen3.5Param Size=4B, Inference Mode=Single Forward Pass2026.0535.8