In recent years, parsing a sentence to a dependency representation has been well studied and widely applied to many Natural Language Processing (NLP) tasks, for example, Information Extraction and Machine Translation.
the data-driven approaches have made great progress during the past two decades (Kübler, McDonald, and Nivre 2009;Pitler, Kannan, and Marcus 2013;Chen and Manning 2014;Weiss et al.