To be able to characterize these changes we first examined the consistency of the role assignments created by the two algorithms.
in an attempt to reduce the sparsity of the argument fillers, they also present variants of the factored and coupled models where the argument heads have been replaced by lexical cluster ids stemming from Brown et al.