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Question Answering on MSMARCO (F1/CR/AR Evaluation)

38.4F1 ScoreHugRAG
3.955212.897621.8430.7824Feb 4, 2026

Evaluation results

MethodLinks
HugRAGCategory=Structural / Causal Augmented2026.0238.460.4866.02
LeanRAGCategory=Structural / Causal Augmented2026.0238.0254.0158.49
LightRAGCategory=Graph-based RAG2026.0237.754.2263.54
GraphRAG LocalCategory=Graph-based RAG2026.0230.8725.7157.76
CausalRAGCategory=Structural / Causal Augmented2026.0227.6639.3846.03
HippoRAG2Category=Structural / Causal Augmented2026.0223.3545.4555.18
StandardRAGCategory=Naive Baselines2026.0214.9348.5531.11
GraphRAG GlobalCategory=Graph-based RAG2026.029.413.6513.08
BM25Category=Naive Baselines2026.026.9745.7820.33
NaiveGenerationCategory=Naive Baselines2026.025.28015.06