The PropBank project (Kingsbury and Palmer, 2002) provides a large human-annotated corpus of semantic verb-argument relations.
we use the data provided in the CoNLL-2004 shared task of semantic-role labeling (Carreras and Màrquez, 2003) which consists of a portion of the PropBank corpus, allowing us to compare the performance of our approach with other systems.