Since the assignment of the semantic role labels proper is performed during parsing, the number of nodes that require a semantic role is only 20% of the total.
differently from previous work that had found that global coherence constraints considerably improved performance (Punyakanok et al., 2005), using global filtering contraints showed no improvement in our learning model.