We also find that our semi-supervised method (Seed) is linguistically plausible, and performs as well as or better than features manually determined based on linguistic knowledge (Ling).
the semisupervised approach (using a seed set of sample verbs) overall outperforms not only the full set of features, but the hand-selected features as well.