Poisoning Recovery on 6 Summarization datasets (Average) (test)
100Recovery Rate (Sentiment)Exact Retraining
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Exact RetrainingContamination level=10%, Time (min)=182026.06 | 100 | 100 | 100 | 100 | 100 | 0 | |
| Defense-1Contamination level=10%, Time (min)=142026.06 | 82.9 | 86.9 | 85.6 | 84.8 | 85.3 | -0.004 | |
| SISAContamination level=10%, Time (min)=222026.06 | 75.1 | 78.3 | 76 | 74.9 | 76.1 | -0.01 | |
| Selective PruningContamination level=10%, Time (min)=82026.06 | 69.2 | 71.9 | 70.1 | 68.8 | 70 | -0.017 | |
| TracIn + UnlearningContamination level=10%, Time (min)=35, Storage Overhead=+40%2026.06 | 66.8 | 69.7 | 68.2 | 67.1 | 68 | -0.012 | |
| Adversarial TrainingContamination level=10%, Time (min)=252026.06 | 57.4 | 60.8 | 59.5 | 58.3 | 59 | -0.013 |