As in other structured prediction work, we will assume that the scores are functions of the features of the input x and labels.
denote a set of singleton features for mention i and label y i by φ s i (x, y i ) ∈ R ns and a set of pairwise features for mentions i and j and their labels by φ p ij (x, y i , y j ) ∈ R np .