There has been a recent shift of research attention in the word segmentation literature from statistical methods to deep learning (Zheng et al., 2013; Pei et al., 2014; Morita et al., 2015; Chen et al., 2015b; Cai and Zhao, 2016;<cite> Zhang et al., 2016b)</cite> .