Synthetic Text Generation on Yelp Reviews
95.9MAUVEReal Data
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Real Dataε (Privacy Budget)=∞2026.01 | 95.9 | 93.6 | |
| PP++ε (Privacy Budget)=5, Pre-trained=true2026.01 | 69.8 | 91.3 | |
| EPSVEC++ε (Privacy Budget)=3, Pre-trained=true2026.01 | 67.3 | 85.8 | |
| 2-Shotε (Privacy Budget)=∞2026.01 | 66.9 | 91.5 | |
| EPSVEC++ε (Privacy Budget)=5, Pre-trained=true2026.01 | 62.9 | 83.8 | |
| EPSVECε (Privacy Budget)=52026.01 | 12.8 | 75.8 | |
| EPSVECε (Privacy Budget)=32026.01 | 12.2 | 76.9 | |
| PPε (Privacy Budget)=32026.01 | 9.1 | 90.8 | |
| PPε (Privacy Budget)=52026.01 | 8.9 | 91 | |
| INVINKε (Privacy Budget)=52026.01 | 0.5 | 88.5 | |
| INVINKε (Privacy Budget)=32026.01 | 0.5 | 87.1 | |
| AUGPEε (Privacy Budget)=52026.01 | 0.4 | 81.6 | |
| AUGPEε (Privacy Budget)=32026.01 | 0.4 | 82.5 |