• In order to reduce the sparsity of predicate argument fillers we consider replacing lemmas of their syntactic heads with word clusters induced by a clustering algorithm as a preprocessing step.
we use Brown (Br) clustering (Brown et al., 1992) induced over RCV1 corpus (Turian et al., 2010).