We commence by demonstrating in Figure 2 that the pointwise mutual information (Church and Hanks, 1990) evaluated from co-occurrence counts has a strong linear relationship with semantic similarity judgments from survey data (Pearson's r=0.75).
2 this suggestive linear relationship does not by itself demonstrate that log cooccurrences (with normalization) can be used to define an Euclidean metric space.