Question Answering on PopQA (EM, ATC)
30,894.5Avg Token CountLightRAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LightRAGRetrieval=Structure-Augmented RAG2026.02 | 30,894.5 | — | — | |
| GraphRAGRetrieval=Structure-Augmented RAG2026.02 | 7,658.9 | — | — | |
| IRCoTRetrieval=Agentic Systems2026.02 | 7,583.2 | — | — | |
| Search-R1Retrieval=Agentic Systems2026.02 | 2,053.4 | — | — | |
| RAPTORRetrieval=Structure-Augmented RAG2026.02 | 1,100.8 | — | — | |
| Standard RetrievalRetrieval=Chunk Retrieval Methods2026.02 | 665.4 | — | — | |
| PANINIRetrieval=Proposed Method2026.02 | 459.38 | — | — | |
| AdaTIRBackbone=Qwen2.5-3b-Base2026.01 | — | 41.6 | 0.93 | |
| Search-R1Backbone=Qwen2.5-3b-Base2026.01 | — | 39.2 | 1 |