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How can we translate mathematical bias guarantees from algorithmic settings to real-world human facilitation?
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Inherent Trade-Offs in the Fair Determination of Risk Scores
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...
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Linguistic Models for Analyzing and Detecting Biased Language
Natural language processing tools to detect biases. (Recasens, 2013; Pryzant, 2020)