The supervised neural model on a single dataset was introduced by Zeng et al. (2014) and followed by many others (Nguyen and Grishman, 2015; Zhou et al., 2016; Miwa and Bansal, 2016;<cite> Nguyen and Grishman, 2016</cite>; Fu et al., 2017) .