We use a log-linear formulation to parameterize our model.
the probability of predicting a possible output y, which is a list of targets and their associated sentiment information, given an input sentence x, is defined as: where s(x, y, h) is a score function defined over the sentence x and the output structure y, together with the latent variable h that provides all the possible combinations of sentiment spans for the (x, y) tuple.