However, it is also likely true that these longer distance constraints will on occasion enable the context-free parser to better identify the shallow constituent structure.
despite having very similar performance, our shallow parser and the Charniak context-free parser are likely making complementary predictions about the shallow structure that can be exploited for further improvements.