Universal schema, in particular, has found impressive accuracy gains by (1) treating the distant-supervision as a knowledge-base (KB) containing both structured relations such as bornIn * First two authors contributed equally to the paper. and surface form relations such as "was born in" extracted from text, and (2) by completing the entries in such a KB using joint and compact encoding of the dependencies between the relations <cite>(Riedel et al., 2013</cite>; Fan et al., 2014; .