It is emphasized by the authors that the last two categories contribute a large improvement to the performance and bring the parser to the state-of-the-art accuracy.
we extend this feature set by adding four more feature categories, which are similar to the original ones, but the dependency relation was replaced by the dependency backbone of the HPSG outputs.