The mechanism of Formula (3) is to nonlinearly spread out the distribution, so that the importance of class-specific features can be further boosted to counteract the effect of noisy labels.
according to Formula (3), a high (absolute value of) spread score indicates that the Delta IDF score of that term on that class is high and deviates greatly from the scores on other classes.