For the automatic classification task, we used only the 18 relations (indicated in bold in Table 1) for which an adequate number of examples were found in the current collection.
we find that a very simple approach using a machine learning algorithm and a domain-specific lexical hierarchy successfully generalizes from training instances, performing better on previously unseen words than a baseline consisting of training on the words themselves.