This was done to maintain compatibility with these and other resources.
in order to penalize low-frequency observations with artificially high scores, we used the simple discounting method described by Pantel and Ravichandran (2004) resulting in the following modification of Equation 3: if two argument positions are rarely observed as coreferent, the value x x+1 will be small, reducing the PMi score.