To better estimate of the relevance between query and sentences, we further expanded sentences with synonyms and hypernyms of its constituent words.
part-of-speech tags were obtained for each sentence using the maximum entropy part-of-speech tagger (Ratnaparkhi, 1996), and all nouns were then expanded with their synonyms and hypernyms using WordNet (Fellbaum, 1998).