Text Anonymization on PersonalReddit
65Privacy ScoreOriginal
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Original2026.01 | 65 | 50 | 76.5 | 89 | 73.6 | 59.3 | 75.7 | 57.4 | 54.9 | 100 | 100 | 100 | 100 | 100 | 100 | — | |
| Dipper2026.01 | 61.4 | 48.2 | 72.4 | 85.6 | 71.2 | 56.1 | 80.6 | 51.2 | 45.1 | 93.7 | 97 | 94.8 | 24.7 | 67.6 | 62.5 | -32 | |
| Original Text2025.12 | 44.42 | — | — | — | — | — | — | — | — | 10 | 10 | 100 | 100 | 100 | 100 | — | |
| RUPTA2026.01 | 41.7 | 37.9 | 73.5 | 78 | 65.1 | 4.5 | 36.5 | 54.6 | 1.4 | 82.6 | 99 | 87.3 | 74.5 | 87.8 | 84 | 19.8 | |
| Azure2026.01 | 41.1 | 37.9 | 64.3 | 78.7 | 75.5 | 10.2 | 48.6 | 34.7 | 15.5 | 78.7 | 37.1 | 100 | 82.4 | 95.7 | 83.3 | 20.1 | |
| Adv. Anon.Alias=A.A.2026.01 | 36.5 | 32.9 | 52 | 74.8 | 67.9 | 16.3 | 44.6 | 23.1 | 9.9 | 83.3 | 99.8 | 99.1 | 62.2 | 80.4 | 78.9 | 22.7 | |
| INTENTANONYlabel=Ours2026.01 | 35.3 | 40 | 54.1 | 73.2 | 74.5 | 9.8 | 33.8 | 20.4 | 9.9 | 95.6 | 100 | 100 | 85.2 | 93 | 92.3 | 37.9 | |
| FgAA-SFTBase Model=Llama3-8B2025.12 | 29.4 | — | — | — | — | — | — | — | — | 9.231 | 9.934 | 98.3 | 93.89 | 91.49 | 96.7 | — | |
| DP-BART+Base Model=BART-Base2025.12 | 26.5 | — | — | — | — | — | — | — | — | 2.661 | 7.579 | 1.7 | 25.97 | 39.25 | 34.7 | — | |
| RLAABase Model=Llama3-8B2025.12 | 21.3 | — | — | — | — | — | — | — | — | 7.078 | 9.809 | 94.8 | 42.51 | 59.58 | 87.88 | — | |
| FgAA-APIBase Model=DeepSeek-V3.2-Exp2025.12 | 20.56 | — | — | — | — | — | — | — | — | 5.438 | 9.355 | 100 | 20.82 | 46.49 | 82.64 | — | |
| FgAA-NaiveBase Model=Llama3-8B2025.12 | 19.48 | — | — | — | — | — | — | — | — | 3.542 | 8.933 | 94.2 | 5.33 | 21.8 | 72.97 | — | |
| SEALBase Model=Llama3-8B2025.12 | 17.87 | — | — | — | — | — | — | — | — | 9.2645 | 1.5207 | 31.4 | 7.53 | 12.05 | 46.42 | — | |
| IncogniTextBase Model=Llama3-8B2025.12 | 12.3 | — | — | — | — | — | — | — | — | 5.504 | 10 | 34.7 | 23.04 | 34.99 | 63.3 | — |