Other measures of word association are possible, such as mutual information (MI), which we can use with the dependency and the adjacency models, similarly to #, χ 2 or Pr.
in our experiments, χ 2 worked better than other methods; this is not surprising, as χ 2 is known to outperform MI as a measure of association (Yang and Pedersen, 1997).