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ResearchFormerly WizWand

Multimodal Search on MMSearch (Pass@1)

72.3Pass@1OpenSearch-VL-32B
9.27625.6384258.362May 6, 2026
Updated 6mo ago

Evaluation results

MethodLinks
OpenSearch-VL-32BWorkflow=Agentic Workflow2026.0572.3
OpenSearch-VL-30B-A3BWorkflow=Agentic Workflow2026.0568.7
SenseNova-MARS-8BWorkflow=Agentic Workflow2026.0567.4
OpenSearch-VL-8BWorkflow=Agentic Workflow2026.0564.5
DeepEyes-v2-7BWorkflow=Agentic Workflow2026.0563.7
WebWatcher-32BWorkflow=Agentic Workflow2026.0555.3
Qwen3-VL-32BWorkflow=Agentic Workflow2026.0553.9
MMSearch-R1-7BWorkflow=Agentic Workflow2026.0553.8
GPT-5Workflow=RAG Workflow2026.0552.6
GPT-4oWorkflow=RAG Workflow2026.0549.1
WebWatcher-7BWorkflow=Agentic Workflow2026.0549.1
Qwen3-VL-8BWorkflow=RAG Workflow2026.0547.3
Qwen3-VL-30B-A3BWorkflow=Agentic Workflow2026.0544.2
Gemini-2.5-ProWorkflow=Direct Reasoning2026.0539.8
Qwen3-VL-8BWorkflow=Agentic Workflow2026.0537.4
GPT-5Workflow=Direct Reasoning2026.0535.1
Visual-ARFT-7BWorkflow=Agentic Workflow2026.0534.5
Claude-3.7-SonnetWorkflow=RAG Workflow2026.0532.7
Gemini-2.5-FlashWorkflow=Direct Reasoning2026.0530.4
Claude-3.7-SonnetWorkflow=Direct Reasoning2026.0521.1
Qwen3-VL-32BWorkflow=Direct Reasoning2026.0519.8
GPT-4oWorkflow=Direct Reasoning2026.0518.7
Claude-4-SonnetWorkflow=Direct Reasoning2026.0518.7
Qwen3-VL-30B-A3BWorkflow=Direct Reasoning2026.0518.7
Qwen3-VL-8BWorkflow=Direct Reasoning2026.0511.7