Recall that P (y, X y = 0) = 0 because of the assumption that a DEO appears in the NPI context that it generates.
p (y, X y = 1) = p (y, X y = 1) + p (y, X y = 0) = p (y) One iteration of EM to calculate this probability is equivalent to the distillation method of DLD09.