3 Improving a distributional thesaurus The principles presented in the previous section face one major problem compared to the "classical" distributional approach : the semantic similarity of two words can be evaluated directly by computing the similarity of their distributional representations.
since we analyze texts with TreeTagger, the tagset is very close to the set of Penn Treebank tags.