Multi-hop Question Answering on Mix
79.69F1 ScorePRoH
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PRoHvariant=Full2025.10 | 79.69 | 68.45 | 82.25 | |
| PRoH2025.10 | 69.16 | 59.86 | 76.17 | |
| HyperGraphRAG2025.10 | 64.55 | 70.23 | 76.63 | |
| PRoH-Lvariant=Lightweight2025.10 | 61.19 | 62.48 | 66.16 | |
| SCmode=LLM-only2025.10 | 54.04 | 0 | 63.16 | |
| PRoH-Lvariant=Light2025.10 | 53.81 | 59.32 | 61.32 | |
| StandardRAG2025.10 | 52.2 | 59.79 | 69.91 | |
| COTmode=LLM-only2025.10 | 50.48 | 0 | 62.24 | |
| IOmode=LLM-only2025.10 | 48.98 | 0 | 0 | |
| HyperGraphRAG2025.10 | 48.71 | 68.21 | 66.9 | |
| StandardRAG2025.10 | 43.2 | 47.26 | 64.62 | |
| PathRAG2025.10 | 37.07 | 33.73 | 59.11 | |
| HippoRAG22025.10 | 21.53 | 18.42 | 46.35 | |
| LLM-only2025.10 | 16.93 | 0 | 45.65 |