More importantly, the arguments of nominalized predicates have a much more uneven distribution: Arguments of a nominalized predicate can occur either inside the NP headed by the predicate or outside when a support verb is present (see Section 2 for examples).
toutanova, Haghighi, and Manning (2005) address this by using a joint-learning strategy to rule out such conflicting argument labels.