Average Token Count on MuSiQue (Question Answering)
26,442.6Avg Token CountLightRAG
Evaluation Results
| Method | Links | |
|---|---|---|
| LightRAGRetrieval=Structure-Augmented RAG2026.02 | 26,442.6 | |
| IRCoTRetrieval=Agentic Systems2026.02 | 11,572.7 | |
| GraphRAGRetrieval=Structure-Augmented RAG2026.02 | 6,554.7 | |
| Search-R1Retrieval=Agentic Systems2026.02 | 2,241.8 | |
| RAPTORRetrieval=Structure-Augmented RAG2026.02 | 942.1 | |
| Standard RetrievalRetrieval=Chunk Retrieval Methods2026.02 | 569.28 | |
| PANINIRetrieval=Proposed Method2026.02 | 191.85 |