Quantifying and mitigating the impact of label errors on model disparity metrics

Julius Adebayo, Melissa Hall, Bowen Yu +1

Errors in labels obtained via human annotation adversely affect a model's performance. Existing approaches propose ways to mitigate the effect of label error on a model's downstrea…