It is of course impossible to know which extractions are correct, but there exist properties of patterns and pattern matches that increase or decrease the confidence in the extractions that they produce.
instead of a binary classifier, we seek a real-valued confidence function c, mapping the set of extracted instances into the [0, 1] segment.