Mitigating Demographic Disparities in Explanation-Human Alignment via Rationale Regularization

Suryansh Talukdar, Taha Sarwat, Jonathan Rusert

We study explanation fairness in hate speech detection. High classification performance does not always mean that a model produces equally plausible explanations for different demo…