Synthetic Text Generation on BioRxiv Abstracts
96.6MAUVEReal Data
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Real Dataε (Privacy Budget)=∞2026.01 | 96.6 | 91.8 | |
| 2-Shotε (Privacy Budget)=∞2026.01 | 76.9 | 87.4 | |
| EPSVEC++ε (Privacy Budget)=5, Pre-trained=true2026.01 | 62.2 | 86 | |
| EPSVEC++ε (Privacy Budget)=3, Pre-trained=true2026.01 | 60.7 | 85.8 | |
| EPSVECε (Privacy Budget)=32026.01 | 37.2 | 85.3 | |
| EPSVECε (Privacy Budget)=52026.01 | 35.8 | 86.4 | |
| PP++ε (Privacy Budget)=5, Pre-trained=true2026.01 | 1.9 | 26.7 | |
| PPε (Privacy Budget)=52026.01 | 1.7 | 26.9 | |
| PPε (Privacy Budget)=32026.01 | 1.7 | 26.9 | |
| INVINKε (Privacy Budget)=52026.01 | 0.9 | 86.3 | |
| INVINKε (Privacy Budget)=32026.01 | 0.9 | 85.6 | |
| AUGPEε (Privacy Budget)=52026.01 | 0.5 | 23.8 | |
| AUGPEε (Privacy Budget)=32026.01 | 0.5 | 22.7 |