Local score
This is another new proposed score. We find that PMI and ExpPMI can vary a lot for small samples (i.e. small numbers of co-occurrences, occurrences). The Local Score is log(coocc) * sigmoid(PMI - 0.5), constructed to correct for this; we found that this formula too works well empirically.