Synthetic Text Generation on ICLR Reviews on OpenReview
95.8MAUVEReal Data
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Real Dataε (Privacy Budget)=∞2026.01 | 95.8 | 73.2 | |
| 2-Shotε (Privacy Budget)=∞2026.01 | 56.8 | 69.9 | |
| EPSVEC++ε (Privacy Budget)=5, Pre-trained=true2026.01 | 33 | 66.4 | |
| EPSVEC++ε (Privacy Budget)=3, Pre-trained=true2026.01 | 33 | 67.3 | |
| EPSVECε (Privacy Budget)=52026.01 | 11.9 | 67.6 | |
| EPSVECε (Privacy Budget)=32026.01 | 11.1 | 68.2 | |
| PP++ε (Privacy Budget)=5, Pre-trained=true2026.01 | 5.5 | 49.9 | |
| PPε (Privacy Budget)=52026.01 | 2.3 | 50 | |
| PPε (Privacy Budget)=32026.01 | 2.3 | 50 | |
| INVINKε (Privacy Budget)=52026.01 | 0.5 | 61.7 | |
| AUGPEε (Privacy Budget)=52026.01 | 0.4 | 50.9 | |
| AUGPEε (Privacy Budget)=32026.01 | 0.4 | 50.6 | |
| INVINKε (Privacy Budget)=32026.01 | 0.4 | 62.8 |