We have presented a scheme for automatically discovering phrasal categories for parsing with a standard CKY parser. The parser achieves 84.8% precision-recall f-measure on the standard testsection of the Penn WSJ-Treebank (section 23). While this is not as accurate as the hand-tailored grammar of<cite> Klein and Manning (2003)</cite> , it is close, and we believe there is room for improvement.