Multi-hop Question Answering on Medicine
52.94F1 ScorePRoH
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PRoH2025.10 | 52.94 | 74.02 | 67.35 | |
| PRoHvariant=Full2025.10 | 51.26 | 75.11 | 65.23 | |
| PRoH-Lvariant=Lightweight2025.10 | 47.3 | 71.24 | 60.98 | |
| PRoH-Lvariant=Light2025.10 | 45.63 | 70.84 | 59.9 | |
| HyperGraphRAG2025.10 | 39.94 | 71.72 | 60.81 | |
| HyperGraphRAG2025.10 | 35.35 | 70.19 | 59.35 | |
| StandardRAG2025.10 | 27.9 | 62.57 | 55.66 | |
| SCmode=LLM-only2025.10 | 26.06 | 0 | 44.8 | |
| IOmode=LLM-only2025.10 | 23.36 | 0 | 0 | |
| COTmode=LLM-only2025.10 | 22.7 | 0 | 43.42 | |
| StandardRAG2025.10 | 21.9 | 66.02 | 50.13 | |
| HippoRAG22025.10 | 21.34 | 59.52 | 49.57 | |
| PathRAG2025.10 | 14.94 | 53.19 | 44.06 | |
| LLM-only2025.10 | 12.89 | 0 | 43.27 |