Update README.md

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.
-Corrector was trained based on the model [M2M100-1.2B](https://huggingface.co/facebook/m2m100_1.2B). 
+The model corrects spelling and punctuation errors and typos by bringing all the words in the text to the norm of the Russian language.
+Corrector had been trained based on the model [FRED-T5-large](https://huggingface.co/ai-forever/FRED-T5-large). 
 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 library [SAGE](https://github.com/ai-forever/sage).
 
 ### Public references
 - [SAGE library announcement](https://youtu.be/yFfkV0Qjuu0), DataFest 2023
 - [Paper about synthetic error generation methods](https://www.dialog-21.ru/media/5914/martynovnplusetal056.pdf), Dialogue 2023
-- [Paper about SAGE and our best solution](https://arxiv.org/abs/2308.09435), Review EACL 2024
+- [SAGE EACL 2024 paper](https://aclanthology.org/2024.findings-eacl.10/)
 
 
 ### Examples