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Multimodal Search-based Question Answering on MMSearch+

28.5AccuracyVision-DeepResearch-30B-A3B
1.6688.63415.622.566Jan 29, 2026

Evaluation results

MethodLinks
Vision-DeepResearch-30B-A3BWorkflow=Agent Workflow2026.0128.5
Claude-4-SonnetWorkflow=Agent Workflow2026.0123.1
Gemini-2.5 ProWorkflow=Agent Workflow2026.0122.2
Vision-DeepResearch-8BWorkflow=Agent Workflow2026.0120.4
Gemini-2.5 FlashWorkflow=Agent Workflow2026.0119.9
GPT-5Workflow=Direct Answer2026.0119.1
GPT-5Workflow=Agent Workflow2026.0117.2
Claude-3.7-SonnetWorkflow=Agent Workflow2026.0117.2
Gemini-2.5 ProWorkflow=Direct Answer2026.0114.5
Qwen3-VL-30B-A3B-ThinkingWorkflow=Agent Workflow2026.0113.6
Qwen3-VL-8B-ThinkingWorkflow=Agent Workflow2026.0112.2
Qwen3-VL-8B-InstructWorkflow=Agent Workflow2026.0111.3
Qwen3-VL-30B-A3B-InstructWorkflow=Agent Workflow2026.0110
Gemini-2.5 FlashWorkflow=Direct Answer2026.018.1
Qwen3-VL-30B-A3B-ThinkingWorkflow=Direct Answer2026.014.5
Claude-4-SonnetWorkflow=Direct Answer2026.014
Claude-3.7-SonnetWorkflow=Direct Answer2026.014
Qwen3-VL-8B-InstructWorkflow=Direct Answer2026.013.2
Qwen3-VL-30B-A3B-InstructWorkflow=Direct Answer2026.013.2
Qwen3-VL-8B-ThinkingWorkflow=Direct Answer2026.012.7