λ ← 1 because we expect Figure 1: Before debiasing words using subspace projection, one needs to identify which words are genderappropriate -to avoid debiasing them.
similarly, α ← −1 because it minimizes the difference between x − y and its information theoretic interpretation over the gender-defining word pairs in s, though this is an estimate and may differ from the true value of α.