Privacy and Utility Evaluation on PEEP
99.34Privacy ScoreRANA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RANAFamily=Phi 4, Size=142026.02 | 99.34 | 4.31 | |
| RANAFamily=Phi 4, Size=142026.02 | 99.34 | 4.31 | |
| RANAFamily=Qwen3, Size=142026.02 | 98.62 | 4.25 | |
| RANAFamily=Qwen 3, Size=142026.02 | 98.62 | 4.25 | |
| RANAFamily=Qwen3, Size=82026.02 | 96.02 | 4.25 | |
| RANAFamily=Qwen 3, Size=82026.02 | 96.02 | 4.25 | |
| RANAFamily=Qwen3, Size=42026.02 | 95.52 | 3.96 | |
| RANAFamily=Qwen 3, Size=42026.02 | 95.52 | 3.96 | |
| RANAFamily=Phi 4, Size=3.82026.02 | 92.79 | 3 | |
| RANAFamily=Phi 4, Size=3.82026.02 | 92.79 | 3 | |
| Staged DecodingFamily=Qwen3, Size=82026.02 | 87.85 | 3.97 | |
| Staged DecodingFamily=Qwen3, Size=142026.02 | 87.85 | 4.2 | |
| Staged DecodingFamily=Qwen 3, Size=82026.02 | 87.85 | 3.97 | |
| Staged DecodingFamily=Qwen 3, Size=142026.02 | 87.85 | 4.2 | |
| RANAFamily=Qwen3, Size=1.72026.02 | 87.39 | 3.37 | |
| RANAFamily=Qwen 3, Size=1.72026.02 | 87.39 | 3.37 | |
| Staged DecodingFamily=Phi 4, Size=142026.02 | 76.76 | 3.69 | |
| Staged DecodingFamily=Phi 4, Size=142026.02 | 76.76 | 3.69 | |
| Staged DecodingFamily=Phi 4, Size=3.82026.02 | 73.99 | 2.8 | |
| Staged DecodingFamily=Phi 4, Size=3.82026.02 | 73.99 | 2.8 | |
| Staged DecodingFamily=Qwen3, Size=42026.02 | 67.04 | 3.82 | |
| Staged DecodingFamily=Qwen 3, Size=42026.02 | 67.04 | 3.82 | |
| BaselineFamily=Qwen3, Size=142026.02 | 56.38 | 4.28 | |
| BaselineFamily=Qwen 3, Size=142026.02 | 56.38 | 4.28 | |
| BaselineFamily=Qwen3, Size=82026.02 | 52.49 | 4.29 | |
| BaselineFamily=Qwen 3, Size=82026.02 | 52.49 | 4.29 | |
| BaselineFamily=Phi 4, Size=142026.02 | 48.46 | 4.3 | |
| BaselineFamily=Phi 4, Size=142026.02 | 48.46 | 4.3 | |
| BaselineFamily=Qwen3, Size=42026.02 | 46.1 | 3.98 | |
| BaselineFamily=Qwen 3, Size=42026.02 | 46.1 | 3.98 | |
| Staged DecodingFamily=Qwen3, Size=1.72026.02 | 43.41 | 3.62 | |
| Staged DecodingFamily=Qwen 3, Size=1.72026.02 | 43.41 | 3.62 | |
| BaselineFamily=Phi 4, Size=3.82026.02 | 40.04 | 2.96 | |
| BaselineFamily=Phi 4, Size=3.82026.02 | 40.04 | 2.96 | |
| BaselineFamily=Qwen3, Size=1.72026.02 | 35.08 | 3.28 | |
| BaselineFamily=Qwen 3, Size=1.72026.02 | 35.08 | 3.28 |