1 With the development of large-scale knowledge bases (KBs) such as Freebase (Bollacker et al., 2008), relation extraction has been extended to larger scales comparable to KBs using the distant supervision (Mintz et al., 2009).
when the training corpus does not support the annotated relations showing in the KB, such approach could fail to find sufficient training examples.