In this paper, we solve this problem by relaxing expressed-at-least-once assumption as: Assumption: A relation holding between two entities can be either expressed explicitly or inferred implicitly from all sentences that mention these two entities.
we relax the expressed-at-least-once assumption by not only allowing making predictions from evidences in each single sentence, but also allowing making predictions by inferring from evidences in all sentences collectively.