Over the past decade, there has been tremendous progress on learning parsing models from treebank data (Collins, 1997;Charniak, 2000;Wang et al., 2005;McDonald et al., 2005).
second, we show that the large margin training objective can be significantly refined to assess the error of each component of a given parse, rather than just assess a global score.