As a hill-climbing procedure, the algorithm terminates when removal of any of the rules in the ruleset fails to improve performance.
to most existing algorithms for coreference resolution, RULE-SELECT establishes a tighter connection between the classification-and clustering-level decisions for coreference resolution and ensures that system performance is optimized with respect to the coreference scoring function.