The<cite> Bolukbasi et al. (2016)</cite> method of identifying these words is ineffective: it ends up precluding most gender-appropriate analogies (dotted line, left) while preserving most gender-biased analogies (dotted line, right). Our unsupervised method (dashed line) does much better in both respects.