However, although incoherent next sentence is generally not predictable given the context, the inverse is not necessarily true.
a coherent sentence does not need to have high conditional loglikelihood, as log likelihood can also be influenced by other factors such as fluency, grammaticality, sentence length, and the frequency of words in a sentence.