The 0.4 percent F-score improvement is significant at p < 0.001. ing the parser more time to generate the parses.
we derive these base-phrase constraints from three sources: the reranking stage of the parsing pipeline; a finite-state shallow parser (Hollingshead et al., 2005); and a combination of the output from these two sources.