Question Answering on NQ (Average token count)
32,601.3Avg Answer Token CountLightRAG
Evaluation Results
| Method | Links | |
|---|---|---|
| LightRAGRetrieval=Structure-Augmented RAG2026.02 | 32,601.3 | |
| IRCoTRetrieval=Agentic Systems2026.02 | 15,863.9 | |
| GraphRAGRetrieval=Structure-Augmented RAG2026.02 | 8,076.4 | |
| Search-R1Retrieval=Agentic Systems2026.02 | 2,074.6 | |
| RAPTORRetrieval=Structure-Augmented RAG2026.02 | 1,161.7 | |
| Standard RetrievalRetrieval=Chunk Retrieval Methods2026.02 | 701.97 | |
| PANINIRetrieval=Proposed Method2026.02 | 432.37 |