Investigating a held-out development set of queries retrieved from the United States web site (www.yahoo.com), we empirically decided the following values for the parameters, W = 1, F = 50, and U = 5.
we only accepted the queries for which the contents of the urls agree on the same language, that are submitted less than 50 times, and at least have 5 unique urls clicked.