Question Answering on QASA
41.65F1 (Answer)PT-RAG
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| PT-RAG2026.02 | 41.65 | 37.13 | 18.13 | 42.48 | 11.13 | 37.01 | 41.56 | 15.11 | 1.57 | 1.7 | |
| RAPTOR2026.02 | 37.5 | 34.2 | 16.37 | 41.11 | 8.35 | 33.45 | 34.48 | 13.85 | 3.78 | 3.9 | |
| LightRAG2026.02 | 37.01 | 31.54 | 18.05 | 40.94 | 7.78 | 33.25 | 32.13 | 11.03 | 4.75 | 4.9 | |
| Naive RAG2026.02 | 35.21 | 28.68 | 13.3 | 39.35 | 10.21 | 31.72 | 30.72 | 12.63 | 9.75 | 9.78 | |
| GraphRAG2026.02 | 23.35 | 17.68 | 7.31 | 26.51 | 5.62 | 20.68 | 13.41 | 12.91 | 4.06 | 4.18 |