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I haven't tried it yet, but Spacy has a guide[1] for adding a new languages to their python NLP framework. Maybe it can be of use to you.

[1] https://spacy.io/docs/usage/adding-languages

This is supervised algorithm, it requires that you annotate a lot of existing text so that the algorithm knows how to annotate "new" sentences.

It statistic based.

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