In recent years, deep neural network has proven its ability to learn task-specific representation automatically, so that avoiding error propagation suffered by traditional feature-based models.
many neural network approaches have been proposed and shown better performance in relation classification (Zeng et al., 2014;Xu et al., 2015) and relation extraction (Nguyen and Grishman, 2015).