Finding Pareto Trade-offs in Fair and Accurate Detection of Toxic Speech

Soumyajit Gupta, Venelin Kovatchev, Anubrata Das +2

Optimizing NLP models for fairness poses many challenges. Lack of differentiable fairness measures prevents gradient-based loss training or requires surrogate losses that diverge f…