Synthetic Data Generation on IMDB (test)
0.893MAUVEReal Data
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Real Dataε (Privacy Budget)=∞2026.01 | 0.893 | — | — | 0.907 | |
| MoPBase Model=Llama3-8B-Instruct2025.04 | 0.865 | 0.771 | 0.039 | — | |
| EPSVEC++ε (Privacy Budget)=5, Pre-trained=true2026.01 | 0.723 | — | — | 0.843 | |
| EPSVEC++ε (Privacy Budget)=3, Pre-trained=true2026.01 | 0.678 | — | — | 0.847 | |
| 2-Shotε (Privacy Budget)=∞2026.01 | 0.613 | — | — | 0.874 | |
| ProGenBase Model=Llama3-8B-Instruct2025.04 | 0.612 | 3.305 | 1.045 | — | |
| PICLeBase Model=Llama3-8B-Instruct2025.04 | 0.609 | 2.87 | 1.459 | — | |
| AttrPromptBase Model=GPT-42025.04 | 0.566 | 2.477 | 0.789 | — | |
| AttrPromptBase Model=Llama3-8B-Instruct2025.04 | 0.549 | 2.505 | 0.492 | — | |
| ZeroGenBase Model=Llama3-8B-Instruct2025.04 | 0.537 | 3.529 | 0.195 | — | |
| ZeroGenBase Model=GPT-42025.04 | 0.518 | 3.737 | 0.2 | — | |
| PP++ε (Privacy Budget)=5, Pre-trained=true2026.01 | 0.149 | — | — | 0.542 | |
| EPSVECε (Privacy Budget)=52026.01 | 0.084 | — | — | 0.869 | |
| EPSVECε (Privacy Budget)=32026.01 | 0.078 | — | — | 0.868 | |
| PPε (Privacy Budget)=52026.01 | 0.031 | — | — | 0.574 | |
| PPε (Privacy Budget)=32026.01 | 0.031 | — | — | 0.574 | |
| AUGPEε (Privacy Budget)=52026.01 | 0.005 | — | — | 0.731 | |
| AUGPEε (Privacy Budget)=32026.01 | 0.005 | — | — | 0.743 | |
| INVINKε (Privacy Budget)=52026.01 | 0.004 | — | — | 0.787 | |
| INVINKε (Privacy Budget)=32026.01 | 0.004 | — | — | 0.777 |