We also demonstrate that contextfree parsers can train effectively on relatively little training data, and are more robust to domain shift for shallow parsing tasks than has been previously reported.
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.