No threshold setting mechanism is suggested in the literature for the scores of the different algorithms, especially since rules for different right hand side templates have different score ranges.
we follow common evaluation practice (Lin and Pantel, 2001;Geffet and Dagan, 2005) and test each learned rule-set by taking the top K rules for each seed template, where K ranges from 0 to 100.