In this method, the pairwise potentials are modeled through a nonlinear Neural Network which is dependent on the current word and context.
the pairwise potential ψ(y t , y t+1 ) in equation 2 is computed by using a one dimensional CNN with 1-D filter size 2 and tanh non-linearity.