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  β”œβ”€β”€ multilabel : multilabel dataset (including training and testing split)
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  └── README.md : documentation and card metadata
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  ```
 
 
 
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  ## Security measures
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  To safeguard user identity and uphold the integrity of this dataset, all user mentions have been anonymized as "@user," and any references to external websites have been omitted
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@@ -135,7 +138,7 @@ Table 3 provides a detailed analysis of the dataset, delineating the data volume
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  # Acknowledge
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- The TuPy project is the result of the development of Felipe Oliveira's thesis and the work of several collaborators. This project is financed by the Federal University of Rio de Janeiro ([UFRJ](https://ufrj.br/)) and the Alberto Luiz Coimbra Institute for Postgraduate Studies and Research in Engineering ([COPPE](https://coppe.ufrj.br/)).
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  # References
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  [1] P. Fortuna, J. Rocha Da Silva, J. Soler-Company, L. Wanner, and S. Nunes, β€œA Hierarchically-Labeled Portuguese Hate Speech Dataset,” 2019. [Online]. Available: https://github.com/t-davidson/hate-s
 
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  β”œβ”€β”€ multilabel : multilabel dataset (including training and testing split)
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  └── README.md : documentation and card metadata
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  ```
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+ We highly recommend reading the [associated research paper](https://arxiv.org/abs/2312.17704) to gain
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+ comprehensive insights into the advancements integrated into this extended dataset.
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+
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  ## Security measures
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  To safeguard user identity and uphold the integrity of this dataset, all user mentions have been anonymized as "@user," and any references to external websites have been omitted
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  # Acknowledge
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+ The TuPy-E project is the result of the development of Felipe Oliveira's thesis and the work of several collaborators. This project is financed by the Federal University of Rio de Janeiro ([UFRJ](https://ufrj.br/)) and the Alberto Luiz Coimbra Institute for Postgraduate Studies and Research in Engineering ([COPPE](https://coppe.ufrj.br/)).
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  # References
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  [1] P. Fortuna, J. Rocha Da Silva, J. Soler-Company, L. Wanner, and S. Nunes, β€œA Hierarchically-Labeled Portuguese Hate Speech Dataset,” 2019. [Online]. Available: https://github.com/t-davidson/hate-s