Text Classification on GLUE (SST2, QNLI, MNLI subset)
89.1Accuracy (SST-2)DP-LAC (w/out Chist)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DP-LAC (w/out Chist)Hyperparameter Setting=Def. HP, Privacy Budget (epsilon)=82026.05 | 89.1 | 70.5 | — | |
| DP-CLACHyperparameter Setting=DP HPO, Privacy Budget (epsilon)=82026.05 | 86.4 | 65.1 | — | |
| DP-LACHyperparameter Setting=DP HPO, Privacy Budget (epsilon)=82026.05 | 86.4 | 67.9 | — | |
| Bu (2023)Hyperparameter Setting=Def. HP, Privacy Budget (epsilon)=82026.05 | 84.8 | 67.6 | — | |
| Abadi (2016)Hyperparameter Setting=Def. HP, Privacy Budget (epsilon)=82026.05 | 84.6 | 67.7 | — | |
| DP-LAC (w/out Chist)Hyperparameter Setting=Def. HP, Privacy Budget (epsilon)=42026.05 | 84.4 | 61.6 | 50.1 | |
| Bu (2023)Hyperparameter Setting=DP HPO, Privacy Budget (epsilon)=82026.05 | 83.5 | 67.7 | — | |
| Du (2022)Hyperparameter Setting=DP HPO, Privacy Budget (epsilon)=82026.05 | 83.4 | 68.3 | — | |
| Abadi (2016)Hyperparameter Setting=DP HPO, Privacy Budget (epsilon)=82026.05 | 83 | 67.7 | — | |
| Andrew (2021)Hyperparameter Setting=Def. HP, Privacy Budget (epsilon)=82026.05 | 82.7 | 65.4 | — | |
| Qiu (2024)Hyperparameter Setting=DP HPO, Privacy Budget (epsilon)=82026.05 | 81.9 | 67.8 | — | |
| DP-LACHyperparameter Setting=DP HPO, Privacy Budget (epsilon)=42026.05 | 78.1 | 62.5 | 46.3 | |
| DP-CLACHyperparameter Setting=DP HPO, Privacy Budget (epsilon)=42026.05 | 73.7 | 58 | 43.6 | |
| DP-LAC (w/out Chist)Hyperparameter Setting=Def. HP, Privacy Budget (epsilon)=22026.05 | 70.5 | 54 | — | |
| Du (2022)Hyperparameter Setting=DP HPO, Privacy Budget (epsilon)=42026.05 | 68.8 | 61.3 | 43.2 | |
| DP-LACHyperparameter Setting=DP HPO, Privacy Budget (epsilon)=22026.05 | 67.7 | 59.1 | — | |
| Bu (2023)Hyperparameter Setting=DP HPO, Privacy Budget (epsilon)=42026.05 | 66.9 | 60.3 | 42 | |
| Abadi (2016)Hyperparameter Setting=DP HPO, Privacy Budget (epsilon)=42026.05 | 66.8 | 60.3 | 35.3 | |
| Abadi (2016)Hyperparameter Setting=Def. HP, Privacy Budget (epsilon)=42026.05 | 63.9 | 57.4 | 37.2 | |
| Bu (2023)Hyperparameter Setting=Def. HP, Privacy Budget (epsilon)=42026.05 | 63.6 | 57.4 | 37.2 | |
| Andrew (2021)Hyperparameter Setting=Def. HP, Privacy Budget (epsilon)=42026.05 | 62.1 | 56.4 | 36 | |
| Andrew (2021)Hyperparameter Setting=DP HPO, Privacy Budget (epsilon)=82026.05 | 61.5 | 52.3 | — | |
| Abadi (2016)Hyperparameter Setting=DP HPO, Privacy Budget (epsilon)=22026.05 | 57.9 | 56.4 | — | |
| Bu (2023)Hyperparameter Setting=DP HPO, Privacy Budget (epsilon)=22026.05 | 57.7 | 57.1 | — | |
| Du (2022)Hyperparameter Setting=DP HPO, Privacy Budget (epsilon)=22026.05 | 56.3 | 57.1 | — | |
| Abadi (2016)Hyperparameter Setting=Def. HP, Privacy Budget (epsilon)=22026.05 | 55.8 | 54 | — | |
| Bu (2023)Hyperparameter Setting=Def. HP, Privacy Budget (epsilon)=22026.05 | 55.8 | 54 | — | |
| Andrew (2021)Hyperparameter Setting=Def. HP, Privacy Budget (epsilon)=22026.05 | 55.7 | 53.4 | — | |
| Andrew (2021)Hyperparameter Setting=DP HPO, Privacy Budget (epsilon)=42026.05 | 55.3 | 53.5 | 35.2 | |
| DP-CLACHyperparameter Setting=DP HPO, Privacy Budget (epsilon)=22026.05 | 55 | 55.6 | — | |
| Andrew (2021)Hyperparameter Setting=DP HPO, Privacy Budget (epsilon)=22026.05 | 54.9 | 52.1 | — | |
| Qiu (2024)Hyperparameter Setting=DP HPO, Privacy Budget (epsilon)=42026.05 | 52.7 | 59.4 | 42 | |
| Qiu (2024)Hyperparameter Setting=DP HPO, Privacy Budget (epsilon)=22026.05 | 52.6 | 54.4 | — |