Most earlier work had in common that it assumed jointly labeled data (same corpus annotated with multiple labels).
in this paper we evaluate multitask training from distinct sources to address data paucity, like done recently (Kshirsagar et al., 2015;Braud et al., 2016;Plank, 2016).