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Multimodal Question Answering on WebQA

90.92F1-RecallMoRE-7B
-0.8622.967546.79570.6225May 28, 2025

Evaluation results

MethodLinks
MoRE-7BExperts=All2025.0590.92
MoRE-3BExperts=All2025.0589.54
CogPlannerExperts=All2025.0584.82
IterRetGenExperts=Image2025.0584.5
IterRetGenExperts=All2025.0584.19
IterRetGenExperts=Text2025.0583.88
IterRetGenExperts=Table2025.0583.58
Vanilla RAGExperts=Image2025.0579.76
UniversalRAGExperts=All2025.0579.48
R1-Distill-Qwen-32BExperts=-2025.0579.41
Vanilla RAGExperts=Text2025.0579.04
Vanilla RAGExperts=All2025.0576.63
Qwen2.5-VL-7BExperts=-2025.0576.07
Vanilla RAGExperts=Table2025.0575.73
OmniSearchExperts=All2025.0558.02
IRCoTExperts=All2025.0549.48
IRCoTExperts=Image2025.0547.06
IRCoTExperts=Text2025.0546.16
IRCoTExperts=Table2025.0544.46
MMSearch-R1²Experts=All2025.0540.75
Search-O1Experts=Text2025.0516.78
MMSearch-R1¹Experts=All2025.052.67