By overlapping clustering I mean clustering where an object may belong to several clusters. By extrinsic evaluation I mean that I have the ground truth (a list of correct clusters) and I want to compare the output of my cluster algorithm against the ground truth. The clustering algorithm needs to determine the number of clusters, so the metrics should be robust against the number of clusters.