Importance-based Node Leakage on Medical
36.2Leakage (Deg)IKEA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| IKEAFramework=M-GraphRAG2026.01 | 36.2 | 32.3 | |
| IKEAFramework=LightRAG2026.01 | 40 | 34.9 | |
| PIDEFramework=M-GraphRAG2026.01 | 81.1 | 76.4 | |
| CopyBreakRAGFramework=LightRAG2026.01 | 81.1 | 77.7 | |
| TGTBFramework=LightRAG2026.01 | 83.9 | 80.9 | |
| CopyBreakRAGFramework=M-GraphRAG2026.01 | 88.8 | 85.1 | |
| TGTBFramework=M-GraphRAG2026.01 | 91 | 87.2 | |
| PIDEFramework=LightRAG2026.01 | 93.1 | 91.7 | |
| AGEAFramework=M-GraphRAG2026.01 | 95.4 | 92.3 | |
| AGEAFramework=LightRAG2026.01 | 98.5 | 98 |