Er, do you know of any implementations (or even tutorials!) for Token Suffix Trees?
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I created a suffix tree in Java that allows you easily add your own search functionality and other matching algorithms. My blog post, Suffix Trees in Java, has an overview as well as instructions for downloaded the latest version. My Java implementation is based on Mark Nelson's Fast String Searching With Suffix Trees article.
I'm doing my best to convert our repository from Subversion to Git and make it public again. That should happen within a week or two. Feel free to ping me if it's not available by then. Cheers.