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@@ -85,25 +85,18 @@ For model fine-tuning details and benchmark results, visit [EVALUATION.md](EVALU
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  ## Citation
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- Our research is ongoing, and we are currently working on describing our experiments in a paper, which will be published soon. In the meanwhile, if you would like to cite our work or models before the publication of the paper, please use the following BibTeX citation for this repository:
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  ```
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- @software{Chaves_Rodrigues_napolab_2023,
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- author = {Chaves Rodrigues, Ruan and Tanti, Marc and Agerri, Rodrigo},
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- doi = {10.5281/zenodo.7781848},
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- month = {3},
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- title = {{Natural Portuguese Language Benchmark (Napolab)}},
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- url = {https://github.com/ruanchaves/napolab},
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- version = {1.0.0},
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- year = {2023}
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  }
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  ```
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  ## Disclaimer
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- The HateBR dataset, including all its components, is provided strictly for academic and research purposes. The use of the HateBR dataset for any commercial or non-academic purpose is expressly prohibited without the prior written consent of [SINCH](https://www.sinch.com/).
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- ### Contributions
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- This dataset was added by [@ruanchaves](https://github.com/ruanchaves) while developing the [Napolab](https://huggingface.co/datasets/ruanchaves/napolab/) library.
 
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  ## Citation
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+ If you would like to cite our work or models, please reference the Master's thesis Lessons Learned from the Evaluation of Portuguese Language Models.
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  ```
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+ @mastersthesis{chaves2023lessons,
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+ title={Lessons learned from the evaluation of Portuguese language models},
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+ author={Chaves Rodrigues, Ruan},
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+ year={2023},
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+ school={University of Malta},
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+ url={https://www.um.edu.mt/library/oar/handle/123456789/120557}
 
 
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  }
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  ```
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  ## Disclaimer
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+ The HateBR dataset, including all its components, is provided strictly for academic and research purposes. The use of the HateBR dataset for any commercial or non-academic purpose is expressly prohibited without the prior written consent of [SINCH](https://www.sinch.com/).