The Chow-Liu algorithm essentially computes the distances among all pairs of variables (the negative of the mutual information) and then finds the minimum cost tree.
we associate each sentence with an undirected latent tree graphical model, which is a tree consisting of both observed variables (corresponding to the words in the sentence) and an additional set of latent variables that are unobserved in the data.