6 Unless otherwise specified, we follow <cite>Bolukbasi et al. (2016b)</cite> and use a reduced version of the vocabulary for both word embeddings: we take the most frequent 50,000 words and phrases and remove words with upper-case letters, digits, or punctuation, and words longer than 20 characters.