To solve this problem, we consider the <cite>Pointwise Mutual Information (PMI)</cite> <cite>[9]</cite> . Applying the <cite>PMI</cite> score to the β-priors is the only one choice because we can adjust the degree of the word co-occurrence by modifying the distributions in the β-priors.