(Zeng et al., 2014;dos Santos et al., 2015) adopt CNN in this task, and (Zeng et al., 2015;Lin et al., 2016) combine attention-based multiinstance learning which shows promising results.
these above models merely learn from those sentences which directly contain both two target entities.