These tendencies confirm the results in Polajnar and Clark (2014) and Kiela and Clark (2014).
the finding that sparse association measures (with negative values clamped to zero) achieve the best performance can be connected to the positive impact of context selection highlighted by Polajnar and Clark (2014): ongoing work targets a more specific analysis of their "thinning" effect on distributional vectors.