The overall performance of our semantic role labeling approach is not competitive with leading contemporary systems, which typically employ support vector machine learning algorithms with syntactic features (Pradhan et al., 2005) or syntactic tree kernels (Moschitti et al., 2006).
our work highlights a number of characteristics of the semantic role labeling task that will be helpful in improving performance in future systems.