Before revision:  In this paper , we revisit two aspects of RE models that are not thoroughly studied , namely entity representation and NA instance prediction .
After revision:  In this paper , we revisit two aspects of RE models that are not thoroughly studied , namely entity representation and noisy or ill-defined labels .