Semantic annotation of text corpora is needed to support tasks such as information extraction and question-answering (e.g., Riloff and Schmelzenbach, 1998;Niu and Hirst, 2004).
labelling the semantic roles of the arguments of a verb (or any predicate), as in (1) and (2), provides crucial information about the relations among event participants.