Question Answering on LV-Eval
51,066.2Average Token CountLightRAG
Evaluation results
| Method | Links | |
|---|---|---|
| LightRAGRetrieval=Structure-Augmented RAG2026.02 | 51,066.2 | |
| IRCoTRetrieval=Agentic Systems2026.02 | 14,492.4 | |
| GraphRAGRetrieval=Structure-Augmented RAG2026.02 | 12,661.2 | |
| Search-R1Retrieval=Agentic Systems2026.02 | 3,964.1 | |
| RAPTORRetrieval=Structure-Augmented RAG2026.02 | 1,820.1 | |
| Standard RetrievalRetrieval=Chunk Retrieval Methods2026.02 | 1,099.78 | |
| PANINIRetrieval=Proposed Method2026.02 | 232.11 |