For the CDR dataset, we compare with five stateof-the-art models: SVM , ensemble of feature-based and neural-based models (Zhou et al., 2016a) , CNN and Maximum Entropy (Gu et al., 2017) , Piece-wise CNN (Li et al., 2018) and Transformer<cite> (Verga et al., 2018)</cite> .