However, the stemploitation hypothesis is dispelled by the observation that both models significantly outperform the stem baseline (p<.001), despite the fact that the latter, again, has good performance, significantly outperforming the corpusderived vectors (p < .001).
we confirm that compositional models provide higher quality vectors that are capturing the meaning of derived forms beyond the information provided by the stem.