In (Bellare and McCallum, 2007;Hoffmann et al., 2011), they used multiinstance learning, which deals with uncertainty of labels, to relax the DS assumption.
given the labeled corpus created with the DS assumption, we first predict whether each pattern, which frequently appears in text to express a relation (see Section 4), expresses a target relation.