Within the context of the Approximate Personal Name Matching problem, we present some metrics to evaluate and compare the efficacy of similarity functions (or distances). Usually the evaluation is done by asking the opinion, relevance judgements, of people, in order to determine for each pair of names if it is a pair-with-error or not.