Most prior work on the U.S. Congressional Floor Debates dataset focused on using relationships between speakers such as agreement (Thomas et al., 2006;Bansal et al., 2008), and used a global mincut inference procedure.
they require all test instances to be known in advance (i.e., their formulations are transductive).