Traditional relation-extraction systems rely on manual annotations or domain-specific rules provided by experts, both of which are scarce resources that are not portable across domains. To remedy these problems, recent years have seen interest in the distant supervision approach for relation extraction (Wu and Weld, 2007; <cite>Mintz et al., 2009)</cite> .