Broad coverage unification-based deep parsers, however, unavoidably have problems meeting the very high accuracy and efficiency requirements needed for real-time dialog.
parsers based on lexicalized probabilistic context free grammars such those of Collins (1999) and Charniak (1997), which we call shallow parsers 1 , are robust and efficient, but the structural representations obtained with such parsers are insufficient as input for intelligent reasoning.