They report important efficiency gains (the parser is about three times faster), coupled with a mild reduction of coverage (5% loss).
to our approach in which no manual annotation is required, Rayner and Carter (1996) report that for each sentence in the training data, the best parse was selected manually from the set of parses generated by the parser.