- split up p parameter into p1 and p2: p1 is the number of features to use for the "focus" word, p2 the number of features to use for the comparison word (p2 may be equal to p1, in which case this is identical to using one parameter) - why: this is a means of reducing noise. the lower p1 in comparison to p2, the "smoother" the resulting similarities