Multi-hop Question Answering on Legal
71.93F1 ScorePRoH
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PRoHvariant=Full2025.10 | 71.93 | 64.89 | 77.68 | |
| PRoH-Lvariant=Lightweight2025.10 | 60.25 | 59.21 | 67.78 | |
| PRoH2025.10 | 58.81 | 65.22 | 69.88 | |
| PRoH-Lvariant=Light2025.10 | 51.4 | 64.58 | 63.71 | |
| HyperGraphRAG2025.10 | 43.81 | 60.47 | 63.61 | |
| COTmode=LLM-only2025.10 | 43.36 | 0 | 57.71 | |
| IOmode=LLM-only2025.10 | 43.2 | 0 | 0 | |
| SCmode=LLM-only2025.10 | 40.59 | 0 | 55.36 | |
| HyperGraphRAG2025.10 | 38.45 | 58.3 | 61.87 | |
| StandardRAG2025.10 | 37.34 | 51.68 | 59.97 | |
| StandardRAG2025.10 | 35.86 | 55.25 | 60.37 | |
| PathRAG2025.10 | 31.29 | 44.03 | 55.36 | |
| LLM-only2025.10 | 21.64 | 0 | 49.05 | |
| HippoRAG22025.10 | 18.53 | 34.42 | 45.93 |