Maria Jose Zambrano

Unpacking Bias: An Empirical Study of Bias Measurement Metrics, Mitigation Algorithms, and Their Interactions

Word embeddings (WE) have been shown to capture biases from the text they are trained on, which has led to the development of several bias measurement metrics and bias mitigation algorithms (i.e., methods that transform the embedding space to reduce bias). This study identifies three confounding fac…