Most of these approaches, especially the bootstrapping-style methods (He and Gildea, 2006b;Lee et al., 2007;Kaljahi and Samad, 2010;Fürstenau and Lapata, 2009), have achieved minimal or even no improvement from using unlabeled data.
the development of effective semi-supervised techniques remains an important and largely unresolved problem.