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  # Portuguese Hate Speech Expanded Dataset (TuPyE)
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  TuPyE, an enhanced iteration of TuPy, encompasses a compilation of 43,668 meticulously annotated documents specifically
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  selected for the purpose of hate speech detection within diverse social network contexts.
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- This augmented dataset integrates supplementary annotations and amalgamates with datasets sourced from [Fortuna et al. (2019)](https://aclanthology.org/W19-3510/), Leite et al. (2020), and Vargas et al. (2022),
 
 
 
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  complemented by an infusion of 10,000 original documents from the [TuPy-Dataset](https://huggingface.co/datasets/Silly-Machine/TuPy-Dataset).
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  The amalgamation of these new annotations and the seamless integration with the aforementioned cited datasets significantly amplifies the efficacy of TuPyE.
 
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  # Portuguese Hate Speech Expanded Dataset (TuPyE)
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  TuPyE, an enhanced iteration of TuPy, encompasses a compilation of 43,668 meticulously annotated documents specifically
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  selected for the purpose of hate speech detection within diverse social network contexts.
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+ This augmented dataset integrates supplementary annotations and amalgamates with datasets sourced from
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+ [Fortuna et al. (2019)](https://aclanthology.org/W19-3510/),
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+ [Leite et al. (2020)](https://arxiv.org/abs/2010.04543),
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+ and [Vargas et al. (2022)](https://arxiv.org/abs/2103.14972),
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  complemented by an infusion of 10,000 original documents from the [TuPy-Dataset](https://huggingface.co/datasets/Silly-Machine/TuPy-Dataset).
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  The amalgamation of these new annotations and the seamless integration with the aforementioned cited datasets significantly amplifies the efficacy of TuPyE.