Text Anonymization on reddit-self-disclosure
1Utility ScoreOriginal Text
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Original Text2025.12 | 1 | 0.4943 | 1 | 1 | 10 | 10 | 1 | |
| FgAA-SFTBase Model=Llama3-8B2025.12 | 0.9218 | 0.1925 | 0.7813 | 0.7333 | 8.0528 | 9.9019 | 0.9698 | |
| FgAA-APIBase Model=DeepSeek-V3.2-Exp2025.12 | 0.9118 | 0.166 | 0.7573 | 0.6626 | 7.521 | 9.872 | 0.996 | |
| RLAABase Model=Llama3-8B2025.12 | 0.8572 | 0.1136 | 0.6016 | 0.4703 | 6.8939 | 9.6932 | 0.9129 | |
| FgAA-NaiveBase Model=Llama3-8B2025.12 | 0.8187 | 0.1591 | 0.4919 | 0.2805 | 5.3523 | 9.6629 | 0.9545 | |
| IncogniTextBase Model=Llama3-8B2025.12 | 0.7755 | 0.1283 | 0.8584 | 0.8781 | 7.0792 | 9.9585 | 0.6226 | |
| SEALBase Model=Llama3-8B2025.12 | 0.6303 | 0.0226 | 0.1213 | 0.0736 | 9.8377 | 2.2415 | 0.683 | |
| DP-BART+Base Model=BART-Base2025.12 | 0.3999 | 0.3245 | 0.2565 | 0.1093 | 2.3698 | 8.683 | 0.0943 |