To account for the unseen words for s, we smooth the above equation like this: λ is a trade-off parameter and is set to 0.7 in experiments.
we can talk about the generation probability of sentence u given another sentence v as: We use the length of u (i.e., |u|) to conduct normalization so as to avoid the tendency that longer sentences get smaller generation probabilities.