Inspired by word embedding training methods (Collobert et al., 2011;Mikolov et al., 2013), we take a negative sampling approach.
we take pairs of sentences that contain the same aspect phrase as positive training examples, and pairs of sentences that contain incompatible aspect phrase as negative training examples, maximizing a score margin between positive and negative examples.