This time, the avgSim (average similarity) smoothing scheme performs best, with the prototype-based scheme in second place.
the results for synonym choice are less clear-cut: derivational smoothing can trade accuracy against  What is more, the BOW "baseline" significantly outperforms all syntactic models, smoothed and unsmoothed, with an almost perfect coverage combined with a higher accuracy.