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1) Get a better dictionary - find a list of all conjugated forms of the language words you are dealing with somewhere out there.
2) Generate your own dictionary - find a list of base forms of the language, find an exhaustive list of possible suffixes, write a small program to combine all combinations.
Really I don't think there are any tricks when you have such a specific situation beyond that you have already kind of guided this response.
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