It is standard practice in data-driven approaches to natural language parsing to use treebanks both for training and evaluation.
the Penn Treebank of American English (Marcus et al., 1993) has been used to train and evaluate the best available parsers of unrestricted English text (Collins, 1999;Charniak, 2000).