You may be interested in this:
http://www.cs.technion.ac.il/~erelsgl/bxi/hmntx/teud.html
It's a morphological parser (with a separate module that does
probabilistic selection of the best parse). I seem to recall that it
comes with a lexicon.
Mike Maxwell
Linguistic Data Consortium
maxwell at ldc.upenn.edu