Looking at the results for the hyponym BLESS data set, we can see that the SVM methods do generally outperform the unsupervised methods.
the best performing model is svmSING, suggesting that, for this data set, it is best to try to learn the distributional features of more general terms, rather than comparing the vector representations of the two terms under consideration.