Although this study directly compared the HPSG output with PropBank, we may require an additional machine learning step as in the existing studies to obtain higher accuracy because the accuracy attained by gold parses showed a limitation of our approach.
since the PropBank has been developed independently of any grammar formalisms, the results are comparable with other published results using the same test data.