We also heuristically align our knowledge base to text by making the distant supervision assumption (Bunescu and Mooney, 2007;Mintz et al., 2009).
in contrast to these previous approaches, and other related distant supervision methods (Craven and Kumlien, 1999;Weld et al., 2009;Hoffmann et al., 2010), we perform relation extraction collectively with entity type prediction.