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).
let η (•) : V → R 2 be the maximum-likelihood estimate for the special case of our model without (latent) sentiments: Then, we have Proof.