Update README.md

README.md

@@ -7,4 +7,27 @@ language:
 - en
 tags:
 - detoxification
----
+---
+
+**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.
+
+**How to use**
+```python
+from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
+model_name = 'textdetox/mBART_paradetox_rus_ukr_esp_en'
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
+```
+
+**Citation**
+```
+@article{dementieva2024multiparadetox,
+  title={MultiParaDetox: Extending Text Detoxification with Parallel Data to New Languages},
+  author={Dementieva, Daryna and Babakov, Nikolay and Panchenko, Alexander},
+  journal={arXiv preprint arXiv:2404.02037},
+  year={2024}
+}
+```