Leveraging a dependency parser is a possible way to capture more complex aspect structures, or at least to provide clues about the presence of entity modifiers (e.g., via AMOD relations).
deep parsing is known to be inaccurate on NUT, and training suitable models difficult, since NUT lacks proper grammatical structure in the first place.