We randomly split this set into two sets A and B.
• We want to find α that maximizes the similarity of the models obtained from the two sets, by minimizing their mutual cross entropy: we want α i to represent how much an occurrence at distance i models the context better than the collection language model, whose counts are weighted by the Dirichlet parameter.