How do we define and measure neutrality when legitimate value disagreements exist about what constitutes "neutral"?

Natural language processing tools to detect biases

Kleinberg, Mullainathan, and Raghavan (2016) formalize three competing fairness conditions in algorithmic classification and prove that except in highly constrained special cases, no method can satisfy these three conditions simultaneously. This foundational work establishes that practitioners mu...