We achieve this for each sense s i by de-conflating the representation v s i of its corresponding lemma and biasing it towards the representations of the words in B i .
we obtain a representation v * s i for a word sense s i by solving: where v s i and v b ij are the respective word representations (∈ V) of the lemma of s i and the j th biasing word in the list of biasing words for The first term in Formula 1 requires the representation of the word sense s i (i.e., v * s i ) to be similar to that of its corresponding lemma, i.e., v s i , whereas the second term encourages v * s i to be in the proximity of its biasing words in the semantic space.