Nuanced Metrics for Measuring Unintended Bias with Real Data for Text Classification

Daniel Borkan, Lucas Dixon, Jeffrey Sorensen +2

Unintended bias in Machine Learning can manifest as systemic differences in performance for different demographic groups, potentially compounding existing challenges to fairness in…