Multi-hop Question Answering on Agriculture
81.01F1 ScorePRoH
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PRoHvariant=Full2025.10 | 81.01 | 62.22 | 84.18 | |
| PRoH-Lvariant=Lightweight2025.10 | 70.02 | 65.75 | 74.44 | |
| PRoH2025.10 | 56.67 | 58.88 | 69.46 | |
| HyperGraphRAG2025.10 | 52.4 | 64.36 | 70.76 | |
| PRoH-Lvariant=Light2025.10 | 50.47 | 64.28 | 63.13 | |
| StandardRAG2025.10 | 48 | 50.92 | 67.81 | |
| SCmode=LLM-only2025.10 | 37.49 | 0 | 53.84 | |
| COTmode=LLM-only2025.10 | 34.32 | 0 | 52.22 | |
| HyperGraphRAG2025.10 | 33.89 | 62.27 | 59.79 | |
| IOmode=LLM-only2025.10 | 30.95 | 0 | 0 | |
| StandardRAG2025.10 | 27.43 | 45.81 | 57.1 | |
| PathRAG2025.10 | 21.3 | 42.37 | 52.48 | |
| LLM-only2025.10 | 12.74 | 0 | 46.85 | |
| HippoRAG22025.10 | 12.63 | 18.58 | 44.85 |