Like the phrase probability features in Moses, many of our feature functions are conditional probabilities computed using relative frequency estimation given the full collection of extracted tuples.
for a tuple α, β , the conditional probability of field α given field β is estimated as where #{ α, β } denotes the count of the tuple α, β in the multiset of extracted tuples.