For example, profession-related nouns such as professor, doctor, programmer have shown to be stereotypically male-biased, whereas nurse, homemaker to be stereotypically female-biased, and a debiasing method must remove such biases.
one would expect 1 , beard to be associated with male nouns and bikini to be associ-ated with female nouns, and preserving such gender biases would be useful, for example, for a recommendation system (Garimella et al., 2017).