Any linguistic annotation required during the extraction process, therefore, is produced through automatic means, and it is only for reasons of accessibility and comparability with other research that we choose to work over the Wall Street Journal section of the Penn Treebank (Marcus et al., 1993).
other than in establishing upper bounds on the performance of the different extraction methods, we use only the raw text component of the treebank.