We also think that both Arg0 and Arg1 can be detected quite well relying on unlexicalized syntactic features only, that is, not knowing which are the verbal and nominal heads.
distinguishing between Arg2-4 is more dependant on the subcategorization frame of the verb, and thus more sensitive to the lack of verbal information.