Importance-based Node Leakage on Agriculture
32.8Leakage (Degree)IKEA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| IKEAFramework=LightRAG2026.01 | 32.8 | 29.6 | |
| IKEAFramework=M-GraphRAG2026.01 | 36.1 | 32.5 | |
| TGTBFramework=LightRAG2026.01 | 53.8 | 50.3 | |
| CopyBreakRAGFramework=LightRAG2026.01 | 63.2 | 59 | |
| CopyBreakRAGFramework=M-GraphRAG2026.01 | 81.9 | 77.2 | |
| PIDEFramework=LightRAG2026.01 | 84.4 | 81.9 | |
| PIDEFramework=M-GraphRAG2026.01 | 85 | 80.2 | |
| TGTBFramework=M-GraphRAG2026.01 | 88.1 | 83.8 | |
| AGEAFramework=M-GraphRAG2026.01 | 92.7 | 88.9 | |
| AGEAFramework=LightRAG2026.01 | 93.6 | 90.8 |