 This assumption is important because it massively simplifies the problem of estimating the language model from data.In addition, because of the open nature of language, it is common to group words unknown to the language model together.Note that in a simple "n"-gram language model, the probability of a word, conditioned on some number of previous words (one word in a bigram model, two words in a trigram model, etc.)