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ResearchFormerly WizWand

Zoom-dependent visual question answering on ZoomBench

65.8AccuracyVision-OPD (Ours)
41.67247.93654.260.464May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Vision-OPD (Ours)Param Size=9B, Inference Mode=Single Forward Pass2026.0565.8
Gemini-3.1-ProParam Size=-, Inference Mode=Closed-Source2026.0561.18
Vision-OPD (Ours)Param Size=4B, Inference Mode=Single Forward Pass2026.0559.76
Qwen3.5Param Size=397B, Inference Mode=Single Forward Pass2026.0557.16
ZwZParam Size=8B, Inference Mode=Single Forward Pass2026.0556.69
Qwen3-VL-InstructParam Size=235B, Inference Mode=Single Forward Pass2026.0556.09
GPT-5.4Param Size=-, Inference Mode=Closed-Source2026.0552.66
Kimi-K2.5Param Size=1T, Inference Mode=Single Forward Pass2026.0552.43
Qwen3.5Param Size=9B, Inference Mode=Single Forward Pass2026.0552.07
GPT-5.2Param Size=-, Inference Mode=Closed-Source2026.0550.89
GLM-4.6VParam Size=106B, Inference Mode=Single Forward Pass2026.0550.06
SenseNova-MARSParam Size=8B, Inference Mode=Agentic2026.0547.81
Qwen3.5Param Size=4B, Inference Mode=Single Forward Pass2026.0547.69
DeepEyesParam Size=7B, Inference Mode=Agentic2026.0546.51
MiMo-VL-RLParam Size=7B, Inference Mode=Single Forward Pass2026.0545.68
ThymeParam Size=7B, Inference Mode=Agentic2026.0545.09
DeepEyesV2Param Size=7B, Inference Mode=Agentic2026.0544.97
Qwen3-VL-InstructParam Size=8B, Inference Mode=Single Forward Pass2026.0542.96
MiniCPM-V-4.5Param Size=9B, Inference Mode=Single Forward Pass2026.0542.6