Reconstruction Privacy Evaluation on iCliniq (test)
99.94PrecisionElement-wise Sparsification
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Element-wise SparsificationModel=Qwen3-30B, Defense Level=12026.05 | 99.94 | 99.13 | 98 | |
| Token-wise SparsificationModel=Qwen3-30B, Defense Level=22026.05 | 99.59 | 98.31 | 97 | |
| Gaussian Noise DefenseModel=Qwen3-30B, Defense Level=32026.05 | 99.54 | 97.98 | 97 | |
| Element-wise SparsificationModel=Qwen3-30B, Defense Level=22026.05 | 99.46 | 98.49 | 96 | |
| Gaussian Noise DefenseModel=Qwen3-30B, Defense Level=22026.05 | 99.35 | 98.81 | 98 | |
| Gaussian Noise DefenseModel=Qwen3-30B, Defense Level=12026.05 | 99.21 | 99.58 | 99 | |
| Token-wise SparsificationModel=Qwen3-30B, Defense Level=12026.05 | 99.17 | 98.5 | 99 | |
| Token-wise SparsificationModel=Qwen3-30B, Defense Level=32026.05 | 98.45 | 97.62 | 95 | |
| Gaussian Noise DefenseModel=Qwen3-30B, Defense Level=42026.05 | 98.27 | 95.99 | 94 | |
| Element-wise SparsificationModel=Qwen3-30B, Defense Level=32026.05 | 97.61 | 96.67 | 94 | |
| PriPertModel=Qwen3-30B, Defense Level=12026.05 | 95.41 | 90.4 | 92 | |
| Token-wise SparsificationModel=Qwen3-30B, Defense Level=42026.05 | 93.6 | 86.9 | 89 | |
| Element-wise SparsificationModel=Qwen3-30B, Defense Level=42026.05 | 89.25 | 82.81 | 88 | |
| PriPertModel=Qwen3-30B, Defense Level=22026.05 | 75.02 | 68.58 | 75 | |
| Token-wise SparsificationModel=Qwen3-30B, Defense Level=52026.05 | 54.89 | 46.98 | 72 | |
| PriPertModel=Qwen3-30B, Defense Level=32026.05 | 54.18 | 44.08 | 54 | |
| Element-wise SparsificationModel=Qwen3-30B, Defense Level=52026.05 | 53.68 | 45.18 | 67 | |
| PriPertModel=Qwen3-30B, Defense Level=42026.05 | 30.63 | 24.34 | 32 | |
| PriPertModel=Qwen3-30B, Defense Level=52026.05 | 21.76 | 15.62 | 18 | |
| Gaussian Noise DefenseModel=Qwen3-30B, Defense Level=52026.05 | 8.97 | 16.1 | 10 |