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Are there any good Java libraries with prebuilt dictionaries that I can use to try and extract word roots from input words?

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+1  A: 

Work with WordNet for Java in the form of JWNL, which includes a port of Wordnet's "Morphy" lemmatizer.

Ken Bloom