Average Token Count on HotpotQA (Question Answering)
30,205.1Average Token CountLightRAG
Evaluation results
| Method | Links | |
|---|---|---|
| LightRAGRetrieval=Structure-Augmented RAG2026.02 | 30,205.1 | |
| IRCoTRetrieval=Agentic Systems2026.02 | 7,628.9 | |
| GraphRAGRetrieval=Structure-Augmented RAG2026.02 | 7,487 | |
| Search-R1Retrieval=Agentic Systems2026.02 | 1,986.1 | |
| RAPTORRetrieval=Structure-Augmented RAG2026.02 | 1,076.1 | |
| Standard RetrievalRetrieval=Chunk Retrieval Methods2026.02 | 650.35 | |
| PANINIRetrieval=Proposed Method2026.02 | 288.31 |