If it is determined that x t is not the start of a sentence, we set s 2 as It is easy to see that this would penalize state transitions within a sentence.
if x t is a sentence start, we set s 2 (y t−1 , y t , v t , t) = 0 for all possible (y t−1 , y t ) pairs.