When Does Demographic Information Help? Data and Modeling Regimes for Perspective-Aware Hate Speech Detection

Demographic information is often used to model annotator perspectives in subjective tasks such as hate speech detection, but its benefit is inconsistent: it improves performance in some settings and behaves as noise in others. This paper asks when demographic features help. We analyze demographic ga...