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

When Does Demographic Information Help? Data and Modeling Regimes for Perspective-Aware Hate Speech Detection arXiv:2605.27313v1 Announce Type: new Abstract: 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 gain as a function of both data split prope