In recent years, approaches that aim at extracting a subset of all relations have achieved great success.
previous research (Carreras and Màrquez, 2005;Punyakanok et al., 2008;Che et al., 2010;Zapirain et al., 2010) focused on verb-argument structures, i.e., relations between a verb and its syntactic arguments.