Apertium
Unigram tagging mode for apertium-tagger
Edit the apertium-tagger code to allow for lexicalised unigram tagging. This would basically choose the most frequent analysis for each surface form of a word. For further information and guidance on this task, you are encouraged to come to our IRC channel.
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matthew