Despite similarities between our method and those proposed previously to address unsupervised semantic role induction (Carreras and Marquez, 2005;Lapata, 2010, 2011;Swier and Stevenson, 2004), our method differs from them in that we attempt to include frame head grouping information for inducing roles associated to them.
these methods leave out the problem of sense/frame grouping in their models.