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Texts written in Old Literary Finnish represent the first literary work everwritten in Finnish starting from the 16th century. There have been severalprojects in Finland that have digitized old publications and made themavailable for research use. However, using modern NLP methods in such dataposes great challenges. In this paper we propose an approach for simultaneouslynormalizing and lemmatizing Old Literary Finnish into modern spelling. Our bestmodel reaches to 96.3\% accuracy in texts written by Agricola and 87.7\%accuracy in other contemporary out-of-domain text. Our method has been madefreely available on Zenodo and Github.

Lemmatization of Historical Old Literary Finnish Texts in Modern Orthography