Update README.md

README.md

@@ -28,7 +28,7 @@ The ParaDetox Dataset collection was done via [Yandex.Toloka](https://toloka.yan
 All these steps were done to ensure high quality of the data and make the process of collection automated. For more details please refer to the original paper.
 
 ## Detoxification model
-At-that0time SOTA for the detoxification task in Russian -- ruT5 (base) model trained on Russian ParaDetox dataset -- we released online in HuggingFace🤗 repository [here](https://huggingface.co/s-nlp/ruT5-base-detox).
+At-that-time SOTA for the detoxification task in Russian -- ruT5 (base) model fine-tuned on the Russian ParaDetox dataset -- we released online in HuggingFace🤗 repository [here](https://huggingface.co/s-nlp/ruT5-base-detox).
 
 You can also check out our [demo](https://detoxifier.nlp.zhores.net/junction/) and telegram [bot](https://t.me/rudetoxifierbot).
 
@@ -40,7 +40,7 @@ You can also check out our [demo](https://detoxifier.nlp.zhores.net/junction/) a
   author={Dementieva, Daryna and Logacheva, Varvara and Nikishina, Irina and Fenogenova, Alena and Dale, David and Krotova, Irina and Semenov, Nikita and Shavrina, Tatiana and Panchenko, Alexander}
 }
 ```
-
+and
 ```
 @inproceedings{dementieva-etal-2024-multiparadetox,
     title = "{M}ulti{P}ara{D}etox: Extending Text Detoxification with Parallel Data to New Languages",