How to use a logistic regression classifier to estimate the confidence of a rule?
From context, I'd guess that the logistic regression classifier is used to predict the probability that a particular word is a LAT.  This looks equivalent to predicting the probability that the fired rule was correct to flag that word as a LAT.  This seems to make sense given the context.