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  ## Introduction
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- Tupy-BERT-Base is a fine-tuned BERT model designed specifically for binary classification of hate speech in Portuguese. Derived from the [BERTimbau base](https://huggingface.co/neuralmind/bert-base-portuguese-cased), TuPy-Base is a refined solution for addressing hate speech concerns.
 
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  For more details or specific inquiries, please refer to the [BERTimbau repository](https://github.com/neuralmind-ai/portuguese-bert/).
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- The efficacy of Language Models can exhibit notable variations when confronted with a shift in domain between training and test data. In the creation of a specialized Portuguese Language Model tailored for hate speech classification, the original BERTimbau model underwent fine-tuning processe carried out on the [TuPi Hate Speech DataSet](https://huggingface.co/datasets/FpOliveira/TuPi-Portuguese-Hate-Speech-Dataset-Binary), sourced from diverse social networks.
 
 
 
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  ## Available models
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  ## Introduction
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+ Tupy-BERT-Base is a fine-tuned BERT model designed specifically for multilabel classification of hate speech in Portuguese.
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+ Derived from the [BERTimbau base](https://huggingface.co/neuralmind/bert-base-portuguese-cased), TuPy-Base is a refined solution for addressing categorical hate speech concerns.
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  For more details or specific inquiries, please refer to the [BERTimbau repository](https://github.com/neuralmind-ai/portuguese-bert/).
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+ The efficacy of Language Models can exhibit notable variations when confronted with a shift in domain between training and test data.
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+ In the creation of a specialized Portuguese Language Model tailored for hate speech classification,
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+ the original BERTimbau model underwent fine-tuning processe carried out on
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+ the [TuPy Hate Speech DataSet](https://huggingface.co/datasets/Silly-Machine/TuPyE-Dataset), sourced from diverse social networks.
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  ## Available models
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