 In such a scenario, the n-grams in the corpus that contain an out-of-vocabulary word are ignored.The n-gram probabilities are smoothed over all the words in the vocabulary even if they were not observed.Nonetheless, it is essential in some cases to explicitly model the probability of out-of-vocabulary words by introducing a special token (e.g. "")