Neural architectures have often yielded performance gains when trained for multiple tasks together (Collobert et al., 2011;Luong et al., 2015;Chen et al., 2017;Hashimoto et al., 2017).
performance of semantic role labeling tasks improves when done jointly with other semantic tasks (FitzGerald et al., 2015;Peng et al., 2017Peng et al., , 2018.