As large amounts of labelled data are unlikely to be made available, recent work has explored using unlabelled data to improve parser lexicons (Thomforde and Steedman, 2011;Deoskar et al., 2011;Deoskar et al., 2014).
existing work has failed to improve the overall accuracy of state-of-the-art supervised parsers in-domain.