If the model assigns all tokens in a tuple to a single topic, the maximum posterior topic probability for that tuple will be near to 1.0.
the growth of the web, and in particular Wikipedia, has made comparable text cor-  pora -documents that are topically similar but are not direct translations of one another -considerably more abundant than true parallel corpora.