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@@ -290,7 +290,7 @@ The fine-tuning process was divided into two stages:
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  - Supervised fine-tuning (SFT) using the [TucanoBR/Tucano-SFT](https://huggingface.co/datasets/TucanoBR/Tucano-SFT), a concatenation of three different instruction tuning datasets ([`cnmoro/GPT4-500k-Augmented-PTBR-Clean`](https://huggingface.co/datasets/cnmoro/GPT4-500k-Augmented-PTBR-Clean), [`rhaymison/orca-math-portuguese-64k`](https://huggingface.co/datasets/rhaymison/orca-math-portuguese-64k), [`nicholasKluge/instruct-aira-dataset-v3`](https://huggingface.co/datasets/nicholasKluge/instruct-aira-dataset-v3)).
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  - Direct Preference Optimization (DPO) using the [nicholasKluge/reward-aira-dataset](https://huggingface.co/datasets/nicholasKluge/reward-aira-dataset).
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- Read our preprint [here](https://arxiv.org/abs/xxxx.xxxxx).
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  ## Details
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@@ -414,11 +414,14 @@ To evaluate the `Instruct` versions of our models, we used [AlpacaEval](https://
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  ## Cite as 🤗
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  ```latex
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- @misc{correa24tucano,
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- title = {{Tucano: Advancing Neural Text Generation for Portuguese}},
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- author = {Corr{\^e}a, Nicholas Kluge and Sen, Aniket and Falk, Sophia and Fatimah, Shiza},
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- journal={arXiv preprint arXiv:xxxx.xxxxx},
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- year={2024}
 
 
 
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  }
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  ```
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  - Supervised fine-tuning (SFT) using the [TucanoBR/Tucano-SFT](https://huggingface.co/datasets/TucanoBR/Tucano-SFT), a concatenation of three different instruction tuning datasets ([`cnmoro/GPT4-500k-Augmented-PTBR-Clean`](https://huggingface.co/datasets/cnmoro/GPT4-500k-Augmented-PTBR-Clean), [`rhaymison/orca-math-portuguese-64k`](https://huggingface.co/datasets/rhaymison/orca-math-portuguese-64k), [`nicholasKluge/instruct-aira-dataset-v3`](https://huggingface.co/datasets/nicholasKluge/instruct-aira-dataset-v3)).
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  - Direct Preference Optimization (DPO) using the [nicholasKluge/reward-aira-dataset](https://huggingface.co/datasets/nicholasKluge/reward-aira-dataset).
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+ Read our preprint [here](https://arxiv.org/abs/2411.07854).
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  ## Details
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  ## Cite as 🤗
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  ```latex
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+ @misc{correa2024tucanoadvancingneuraltext,
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+ title={{Tucano: Advancing Neural Text Generation for Portuguese}},
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+ author={Corr{\^e}a, Nicholas Kluge and Sen, Aniket and Falk, Sophia and Fatimah, Shiza},
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+ year={2024},
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+ eprint={2411.07854},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2411.07854},
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  }
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  ```
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