In our debiased embedding space, 94.9% of gender-appropriate analogies with a strength of at least 0.5 are preserved in the embedding space while only 36.7% of gender-biased analogies are. In contrast, the<cite> Bolukbasi et al. (2016)</cite> approach 2 Available at https://github.com/tolga-b/debiaswe preserves only 16.5% of appropriate analogies with a strength of at least 0.5 while preserving 80.0% of biased ones.