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@@ -15,10 +15,15 @@ Text Detoxification, toxicity detection and explanation for **diverse languages*
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  Support for better, safe, and multicultural online spaces.
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  πŸ“° [Read about the project in press](https://toloka.ai/blog/can-llms-eliminate-toxicity-in-human-and-ai-generated-content-what-multilingual-research-shows/)
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  πŸ“Ή [PyData&CPyConf Berlin 2023 talk](https://youtu.be/8I5tZvcmIis?si=y4sLgrW2xfwJC_GP)
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- **[2025] !!!NOW OPEN!!! TextDetox CLEF2025 shared task** [website](https://pan.webis.de/clef25/pan25-web/text-detoxification.html) πŸ€—[Starter Kit](https://huggingface.co/collections/textdetox/textdetox-2025-starter-kit-67dc3a8fd86111cac961ecc8)
 
 
 
 
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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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  Support for better, safe, and multicultural online spaces.
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+ 🌐 [Check out our website with all project details](https://textdetox.github.io)
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  πŸ“° [Read about the project in press](https://toloka.ai/blog/can-llms-eliminate-toxicity-in-human-and-ai-generated-content-what-multilingual-research-shows/)
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  πŸ“Ή [PyData&CPyConf Berlin 2023 talk](https://youtu.be/8I5tZvcmIis?si=y4sLgrW2xfwJC_GP)
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+ **[2026] Feb** We fully release TextDetox [test set](https://huggingface.co/datasets/textdetox/multilingual_paradetox_test)! Good luck with your research projects!
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+ **[2025] CLEF2025** Daryna Dementieva, Vitaly Protasov, Nikolay Babakov, Naquee Rizwan, Ilseyar Alimova, Caroline Brun, Vasily Konovalov, Arianna Muti, Chaya Liebeskind, Marina Litvak, Debora Nozza, Shehryaar Shah Khan, Sotaro Takeshita, Natalia Vanetik, Abinew Ali Ayele, Florian Schneider, Xintong Wang, Seid Muhie Yimam, Ashraf Elnagar, Animesh Mukherjee, and Alexander Panchenko. 2025 **Overview of the Multilingual Text Detoxification Task at PAN 2025**
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+ **[2025] !!!OPEN!!! TextDetox CLEF2025 shared task** [website](https://pan.webis.de/clef25/pan25-web/text-detoxification.html) πŸ€—[Starter Kit](https://huggingface.co/collections/textdetox/textdetox-2025-starter-kit-67dc3a8fd86111cac961ecc8)
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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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