We represent n via a multi-hot vector f n ∈ {0, 1} T of its lexical features-i.e., its genderless lemma, its gender (male or female), and its number (singular or plural).
f n always has exactly three non-zero entries; for example, the only non-zero entries of f stewardesses are those corresponding to STEWARD, +FEM, and +PL.