Name-paired counterfactual substitution is the only debiasing variant tested that significantly reduces indirect gender bias in word embeddings, cutting cluster purity by about 49%.
Zou, Venkatesh Saligrama, and Adam Tauman Kalai
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It's All in the Name: Mitigating Gender Bias with Name-Based Counterfactual Data Substitution
Name-paired counterfactual substitution is the only debiasing variant tested that significantly reduces indirect gender bias in word embeddings, cutting cluster purity by about 49%.