Since the number of parameters in NLM is still large, several smoothing methods are used (Chen and Goodman, 1998) to produce more accurate probabilities, and to assign nonzero probabilities to any word string.
since the probabilities in NLMs depend on the length of the sentence, two sentences of different length cannot be compared directly.