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README.md

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 **Model Overview**
 
 This is the model presented in the paper ["MultiParaDetox: Extending Text Detoxification with Parallel Data to New Languages"](https://arxiv.org/pdf/2404.02037). 
-It is [facebook/mbart-large-50](https://huggingface.co/facebook/mbart-large-50) fine-tuned on the parallel detoxification dataset of RUssian, English, Ukrainian, and Spanish.
+It is [facebook/mbart-large-50](https://huggingface.co/facebook/mbart-large-50) fine-tuned on the parallel detoxification dataset of Russian, English, Ukrainian, and Spanish.
 
 **How to use**
 ```python