Instead of training ngram probabilities on sentences (i.e., sequences of words), we can train them on words, wherein each word is a sequence of morphemes and morpheme boundaries.
for example, if bookworm is mistaken for a simplex word, English phonotactics would syllabify it as *boo.kworm.