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ResearchFormerly WizWand

Multimodal Question Answering on World History

92ComprehensivenessMegaRAG
-3.6821.164670.84Nov 26, 2025
Updated 6mo ago

Evaluation results

MethodLinks
MegaRAGComparison Baseline=GraphRAG2025.119297.69693.6
MegaRAGComparison Baseline=LightRAG2025.1189.695.286.490.4
MegaRAGComparison Baseline=NaiveRAG2025.1181.596.882.389.5
MegaRAGComparison Baseline=GME2025.117280.875.278.4
MegaRAGComparison Baseline=VisRAG2025.1131.264.856.856
MegaRAGComparison Baseline=ColQwen2025.1128.865.653.652
MegaRAGevaluation_protocol=Pairwise LLM-judge win rates, format=Query-driven Win / MegaRAG Win / Tie2025.119.215.618.38.8
Query-driven MMKGevaluation_protocol=Pairwise LLM-judge win rates, format=Query-driven Win / MegaRAG Win / Tie2025.119.215.618.38.8
VisRAGComparison Baseline=MegaRAG2025.11415.2164
ColQwenComparison Baseline=MegaRAG2025.111.614.4163.2
GMEComparison Baseline=MegaRAG2025.1105.65.61.6
NaiveRAGComparison Baseline=MegaRAG2025.11003.20
GraphRAGComparison Baseline=MegaRAG2025.1101.600
LightRAGComparison Baseline=MegaRAG2025.11003.20