Text Classification on SST-2 (Adversarial Robustness)
92.1Clean AccuracyLTH
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| LTHSparsity=30%2022.11 | 92.1 | 2.2 | 97.6 | 98.9 | 4.1 | 95.5 | 90.5 | 29.1 | 68.4 | 49.6 | |
| InfoBERT2022.11 | 92.1 | 14.4 | 84.4 | 162.3 | 18.3 | 80.1 | 121.4 | 40.3 | 56.3 | 51.2 | |
| Fine-tune2022.11 | 92 | 2.9 | 96.8 | 114.2 | 5 | 94.6 | 98.4 | 29.4 | 68.3 | 49.7 | |
| FreeLB2022.11 | 91.6 | 10.2 | 88.9 | 154.6 | 14.4 | 84.2 | 123.8 | 42.4 | 53.7 | 54.9 | |
| RobustTSparsity=30%2022.11 | 90.9 | 17.9 | 80.3 | 164.9 | 26.7 | 70.6 | 149.8 | 42.1 | 53.7 | 53.9 | |
| RandSparsity=30%2022.11 | 83.2 | 2.1 | 97.5 | 89.4 | 2.4 | 97.1 | 75.6 | 16.5 | 80.2 | 44.2 |