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@@ -15,6 +15,9 @@ 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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  **[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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+ 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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  **[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/)