Although the statistical approach seems a reasonable way for developing an accurate identifier of PropBank annotations, this study aims at establishing a method of directly comparing the outputs of HPSG parsing with the PropBank annotation in order to explicitly demonstrate the availability of deep parsers.
we do not apply statistical model nor machine learning to the post-processing of the output of HPSG parsing.