While the largest corpus (Wikipedia and New York Times) employed by recent work on distant supervision<cite> (Mintz et al., 2009</cite>; Hoffmann et al., 2011) contain about 2M documents, we run experiments on a 100M-document (50X more) corpus drawn from ClueWeb.