Fairness for Text Classification Tasks with Identity Information Data Augmentation Methods

Mohit Wadhwa, Mohan Bhambhani, Ashvini Jindal +2

Counterfactual fairness methods address the question: How would the prediction change if the sensitive identity attributes referenced in the text instance were different? These met…