Update README.md

README.md

@@ -16,6 +16,10 @@ This repository contains information about ParaDetox dataset -- the first parall
 
 📰 **Updates**
 
+**[2025] !!!NOW OPEN!!! TextDetox CLEF2025 shared task: for even more -- 15 languages!** [website](https://pan.webis.de/clef25/pan25-web/text-detoxification.html) 🤗[Starter Kit](https://huggingface.co/collections/textdetox/)
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+**[2025] COLNG2025**: Daryna Dementieva, Nikolay Babakov, Amit Ronen, Abinew Ali Ayele, Naquee Rizwan, Florian Schneider, Xintong Wang, Seid Muhie Yimam, Daniil Alekhseevich Moskovskiy, Elisei Stakovskii, Eran Kaufman, Ashraf Elnagar, Animesh Mukherjee, and Alexander Panchenko. 2025. ***Multilingual and Explainable Text Detoxification with Parallel Corpora***. In Proceedings of the 31st International Conference on Computational Linguistics, pages 7998–8025, Abu Dhabi, UAE. Association for Computational Linguistics. [pdf](https://aclanthology.org/2025.coling-main.535/)
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 **[2024]** We have also created versions of ParaDetox in more languages. You can checkout a [RuParaDetox](https://huggingface.co/datasets/s-nlp/ru_paradetox) dataset as well as a [Multilingual TextDetox](https://huggingface.co/textdetox) project that includes 9 languages.
 
 Corresponding papers:
@@ -46,7 +50,7 @@ The automatic evaluation of the model were produced based on three parameters:
 All code used for our experiments to evluate different detoxifcation models can be run via Colab notebook [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1xTqbx7IPF8bVL2bDCfQSDarA43mIPefE?usp=sharing)
 
 ## Detoxification model
-At-the-time SOTA for text detoxification task in English -- BART (base) model trained on ParaDetox dataset -- we release online in HuggingFace🤗 [repo](https://huggingface.co/s-nlp/bart-base-detox).
+The first *seq2seq* SOTA for the text detoxification task in English -- BART (base) model trained on ParaDetox dataset -- we release online in HuggingFace🤗 [repo](https://huggingface.co/s-nlp/bart-base-detox).
 
 You can also check out our [web-demo](https://detoxifier.nlp.zhores.net/junction/).
 
@@ -99,4 +103,6 @@ If you find some issue, do not hesitate to add it to [Github Issues](https://git
 
 For any questions and get the TEST SET, please, contact: Daryna Dementieva ([email protected]), Daniil Moskovskiy ([email protected]), or Alexander Panchenko ([email protected])
 
-Dataset Card corresponding contact: Daryna Dementieva ([email protected])
+**Dataset Card and Paper corresponding contact**:
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+[Daryna Dementieva](https://huggingface.co/dardem)