In such models, the distributed representations and compositional operators can be fine-tuned by backpropagating supervision from task-specific labels, enabling accurate and fast models for a wide range of language technologies (Socher et al., 2011;Socher et al., 2013;.
prior work has not applied these ideas to the classification of implicit relations in the PDTB, and does not consider the role of entities.