Our study also shows that the proposed method is very effective for such natural language tasks compared to more complex neural network architectures such as deep CNN<cite> (Lee and Dernoncourt, 2016)</cite> and RNN variants (Khanpour et al., 2016; Ortega and Vu, 2017) .