Improving Classifier Robustness through Active Generation of Pairwise Counterfactuals

Ananth Balashankar, Xuezhi Wang, Yao Qin +5

Counterfactual Data Augmentation (CDA) is a commonly used technique for improving robustness in natural language classifiers. However, one fundamental challenge is how to discover…