(1) collecting high-quality human annotations is expensive and time-consuming

(2) many long-tail relations cannot provide large amounts of training examples

(3) most facts are expressed by long context consisting of multiple sentences

(4) using a pre-defined set to cover those relations with open-ended growth is difficult