What our method is doing for unknown words can be interpreted as follows: The method examines all possible unknown words in a sentence, and probability for an unknown word of length k, w i =   where h is a history of the sequence.
the probability of the unknown word is approximated by the product of the probabilities of the composing characters, and this calculation is done in the framework of the word-level Markov model-based method.