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README.md

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 ### Summary
 The model corrects spelling errors and typos by bringing all the words in the text to the norm of the Russian language.
 The proofreader was trained based on the [M2M100-418M](https://huggingface.co/facebook/m2m100_418M) model. 
-An extensive dataset with “artificial” errors was taken as a training corpus: the corpus was assembled on the basis of the Russian-language Wikipedia and transcripts of Russian-language videos, then typos and spelling errors were automatically introduced into it using the functionality of the [SAGE] library (https://github.com /orgs/ai-forever/sage).
+An extensive dataset with “artificial” errors was taken as a training corpus: the corpus was assembled on the basis of the Russian-language Wikipedia and transcripts of Russian-language videos, then typos and spelling errors were automatically introduced into it using the functionality of the [SAGE library](https://github.com /orgs/ai-forever/sage).
 
 ### Public references
 - [SAGE library announcement](https://youtu.be/yFfkV0Qjuu0), DataFest 2023