Figure 1 shows that the inanimate nouns lie near the origin point on the semantic gender direction, while the masculine and feminine forms of the occupation words are on the opposite sides for both directions.
extensive effort has been put toward analyzing and mitigating gender bias in word embeddings (Bolukbasi et al., 2016;Zhao et al., 2018b;Dev and Phillips, 2019;Ethayarajh et al., 2019).