The lack of supervised labels makes it even more important to leverage rich features and global dependencies.
existing systems use directed generative models (Creutz and Lagus, 2007;Snyder and Barzilay, 2008b), making it difficult to extend them with arbitrary overlapping dependencies that are potentially helpful to segmentation.