Most rely on convolutional neural nets (Zeng et al., 2014 (Zeng et al., , 2015 Grishman, 2015, 2016;<cite> Fu et al., 2017)</cite> or recurrent neural nets (Zhang et al., 2015; Zhou et al., 2016; Miwa and Bansal, 2016) to learn the representation of relations.