Note that the problem being addressed here is the engineering problem of estimating predicate argument probabilities, with the aim of producing estimates that will be useful for NLP applications.
we are not addressing the problem of acquiring selectional restrictions in the way this is usually construed (Resnik 1993;Ribas 1995;McCarthy 1997;Li and Abe 1998;Wagner 2000).