(Gildea and Palmer, 2002;Pradhan et al., 2005;Punyakanok et al., 2004) However, these SRL systems generally extract features from sentences processed by a syntactic parser or other shallow parsing components, such as a chunker and a clause identifier.
the performance of the SRL systems relies heavily on those syntax-analysis tools.