Update README.md

README.md

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 ## Recent Publications 📚
 
 - **ViTucano: A Portuguese Vision Assitant** | [GitHub](https://github.com/Nkluge-correa/TinyLLaVA_Factory) | [Collection](https://huggingface.co/collections/TucanoBR/vitucano-v1-67804623a92cd2fabcafa0a3) |
-- **Tucano: Advancing Neural Text Generation for Portuguese** | [GitHub](https://github.com/Nkluge-correa/Tucano) | [Collection](https://huggingface.co/collections/TucanoBR/tucano-670565e8c5325fb7f2da4361) | [Paper](https://arxiv.org/abs/2411.07854) |
+- **Tucano: Advancing Neural Text Generation for Portuguese** | [GitHub](https://github.com/Nkluge-correa/Tucano) | [Collection](https://huggingface.co/collections/TucanoBR/tucano-670565e8c5325fb7f2da4361) | [Paper](https://www.sciencedirect.com/science/article/pii/S2666389925001734) |
 - **TeenyTinyLlama: open-source tiny language models trained in Brazilian Portuguese** | [GitHub](https://github.com/Nkluge-correa/TeenyTinyLlama) | [Collection](https://huggingface.co/collections/nicholasKluge/teenytinyllama-6582ea8129e72d1ea4d384f1) | [Paper](https://www.sciencedirect.com/science/article/pii/S2666827024000343) |
 
 ## News 🚀
 
+- [24/07/2025] Peer-reviewed article "[Tucano: Advancing Neural Text Generation for Portuguese](https://doi.org/10.1016/j.patter.2025.101325)" is published in Patterns, with all models and datasets released on [Hugging Face](https://huggingface.co/TucanoBR).
 - [13/01/2025] We release ViTucano, a pair of vision assistants natively pretrained in Portuguese ([ViTucano-1b5-v1](https://huggingface.co/TucanoBR/ViTucano-1b5-v1), [ViTucano-2b8-v1](https://huggingface.co/TucanoBR/ViTucano-2b8-v1)).
 - [13/01/2025] We release the datasets used to pretrain and fine-tune the ViTucano models: [ViTucano-Pretrain](https://huggingface.co/datasets/TucanoBR/ViTucano-Pretrain) and [ViTucano-SFT](https://huggingface.co/datasets/TucanoBR/ViTucano-SFT).
 - [29/11/2024] Tucano is mentioned on Deutsche Welle: "[Cientistas criam maior banco de dados em português para IA](https://www.dw.com/pt-br/pesquisadores-da-alemanha-criam-maior-banco-de-dados-p%C3%BAblico-em-portugu%C3%AAs-para-ia/a-70917082)".