• easing the pattern-writing work of human experts by generating patterns automatically; • enabling the quick generalization to new relation types by only requiring a small number of human annotations; • presenting both significant and interpretable performance improvements as well as intuitive diagnostic analyses.
for one relation with severe false negative noises, we improve the F1 score by about 0.4.