WordNet is a large lexicon of over 150 thousand English words connected into synsets (words with the same meaning) and marked with POS (part of speech) and semantic relationships. It is heavily used as part of the early stages of natural language processing.
Links:
wordnet.princeton.edu: WordNet – A Lexical Database for English