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Question Answering on NQ (F1, CR, AR)

49.5F1 ScoreHugRAG
2.086414.395726.70539.0143Feb 4, 2026

Evaluation results

MethodLinks
HugRAGCategory=Structural / Causal Augmented2026.0249.570.3655.09
LeanRAGCategory=Structural / Causal Augmented2026.0235.4665.9149.87
HippoRAG2Category=Structural / Causal Augmented2026.0229.6457.2137.5
CausalRAGCategory=Structural / Causal Augmented2026.0229.4568.0417.35
LightRAGCategory=Graph-based RAG2026.0224.9760.6550.53
GraphRAG LocalCategory=Graph-based RAG2026.0223.5644.5644.68
StandardRAGCategory=Naive Baselines2026.027.5745.8211.14
NaiveGenerationCategory=Naive Baselines2026.027.17010.94
BM25Category=Naive Baselines2026.024.6849.989.13
GraphRAG GlobalCategory=Graph-based RAG2026.023.914.488