To address this issue, the distant supervision method (Mintz et al., 2009) was proposed which annotated training data by heuristically aligning knowledge bases (KBs) and texts.
the long-tail problem in KBs (Xiong et al., 2018;  1: A data example of 5-way-5-shot relation classification in FewRel development set.