Count models have such a long and rich history that we can only explore a small subset of the counting, weighting and compressing methods proposed in the literature.
it is worth pointing out that the evaluated parameter subset encompasses settings (narrow context window, positive PMI, SVD reduction) that have been found to be most effective in the systematic explorations of the parameter space conducted by Bullinaria and Levy (2007;.