In essence, Ng's approach to improving P A treats the coreference system as a black box, merely selecting the value for c that yields the best score according to the desired coreference evaluation metric on the held-out data.
unlike some of the anaphoricity determination approaches discussed later on, this approach does not attempt to coordinate the anaphoricity decisions and the pairwise coreference decisions.