We have abstracted from the issue of finding the appropriate cut-off, leaving this for future work.
we have evaluated different ranking measures for this purpose, showing that all of the analyzed measures (Web-P, Web-Jaccard, Web-PMI and the conditional probability) significantly outperformed a baseline using no ranking measure.