A few recent studies focus on measuring and reducing gender bias in contextualized word embeddings (Zhao et al., 2019;May et al., 2019;Basta et al., 2019).
they only focus on English embeddings in which the gender is mostly only expressed by pronouns (Stahlberg et al., 2007).