Robustness to TextFooler-based adversarial attacks on Hellaswag 2K (test)
17.4Failure RateROBERTa
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ROBERTaAugmentation=None2020.04 | 17.4 | 9.8 | |
| G-DAUG^C-InfluenceAugmentation Strategy=Influence-based selection2020.04 | 19.2 | 10.7 | |
| G-DAUG^C-RandAugmentation Strategy=Random selection2020.04 | 20 | 10.6 | |
| BACKTRANSLATIONAugmentation=Backtranslation2020.04 | 20.2 | 10.2 | |
| G-DAUG^C-ComboAugmentation Strategy=Combination2020.04 | 21.3 | 10.5 | |
| G-DAUG^C-DiversityAugmentation Strategy=Diversity-based selection2020.04 | 21.4 | 10.4 |