Robustness to TextFooler-based adversarial attacks on WINOGRANDE (test)
4.5Failure RateROBERTa
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ROBERTaAugmentation=None2020.04 | 4.5 | 7.8 | |
| BACKTRANSLATIONAugmentation=Backtranslation2020.04 | 5 | 8.2 | |
| G-DAUG^C-InfluenceAugmentation Strategy=Influence-based selection2020.04 | 5.4 | 8.4 | |
| G-DAUG^C-RandAugmentation Strategy=Random selection2020.04 | 5.7 | 8.4 | |
| G-DAUG^C-DiversityAugmentation Strategy=Diversity-based selection2020.04 | 5.9 | 8.4 | |
| G-DAUG^C-ComboAugmentation Strategy=Combination2020.04 | 5.9 | 8.5 |