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ResearchFormerly WizWand

Multi-modal Search on MMSearch (Score)

74.27ScoreGemini-3-Pro
4.933222.934140.93558.9359Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
Gemini-3-ProWorkflow=Agentic Model, Zero-shot=true2026.0774.27
VideoSearcher-8BWorkflow=Agentic Model, Zero-shot=false2026.0767.84
GPT-5.2Workflow=Agentic Model, Zero-shot=true2026.0766.08
VideoSearcher-4BWorkflow=Agentic Model, Zero-shot=false2026.0766.08
DeepEyesV2Workflow=Agentic Model, Zero-shot=false2026.0763.7
Gemini-3-ProWorkflow=Direct Answer, Zero-shot=false2026.0762.57
Gemini-3-FlashWorkflow=Agentic Model, Zero-shot=true2026.0762.57
Gemini-3-FlashWorkflow=Direct Answer, Zero-shot=false2026.0757.31
MMSearch-R1Workflow=Agentic Model, Zero-shot=false2026.0753.8
Qwen2.5-VL-32B-InstructWorkflow=Agentic Model, Zero-shot=true2026.0749.71
Qwen3-VL-4B-InstructWorkflow=Agentic Model, Zero-shot=true2026.0749.12
Qwen3-VL-32B-InstructWorkflow=Agentic Model, Zero-shot=true2026.0749.12
GPT-4oWorkflow=Agentic Model, Zero-shot=true2026.0749.12
Webwatcher-7BWorkflow=Agentic Model, Zero-shot=false2026.0749.1
Qwen3-VL-8B-InstructWorkflow=Agentic Model, Zero-shot=true2026.0747.37
GPT-5.2Workflow=Direct Answer, Zero-shot=false2026.0743.27
Visual-ARFTWorkflow=Agentic Model, Zero-shot=false2026.0734.5
Qwen2.5-VL-7B-InstructWorkflow=Agentic Model, Zero-shot=true2026.0732.16
GPT-4oWorkflow=Direct Answer, Zero-shot=false2026.0723.39
Qwen3-VL-32B-InstructWorkflow=Direct Answer, Zero-shot=false2026.0716.96
Qwen3-VL-4B-InstructWorkflow=Direct Answer, Zero-shot=false2026.0713.45
Qwen3-VL-8B-InstructWorkflow=Direct Answer, Zero-shot=false2026.0711.7
Qwen2.5-VL-32B-InstructWorkflow=Direct Answer, Zero-shot=false2026.0711.7
Qwen2.5-VL-7B-InstructWorkflow=Direct Answer, Zero-shot=false2026.077.6