We experimented with different vector values (absolute frequency, log frequency, pointwise mutual information (PMI)), distance measures (cosine, euclidean) and normalization schemes.
to S&K, who did not observe any improvements using PMI, we found it to perform best, combined with euclidean distance and no additional normalization.