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+ ---
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+ license: mit
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+ language:
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+ - pt
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+ tags:
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+ - t5
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+ - ul2
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+ - pt
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+ - pt-br
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+ datasets:
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+ - allenai/c4
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+ library_name: transformers
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+ ---
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+
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+ ## Model Details
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+
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+ ### Model Description
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+
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+ <!-- Provide a longer summary of what this model is. -->
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+
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+ ULT5-pt é um modelo de arquitetura T5-v1.1 treinado com o framework UL2 - [Unifying Language Learning Paradigms](https://arxiv.org/abs/2205.05131v1), que utiliza Mixture-of-Denoisers (MoD), o qual combina o objetivo de Causal Language Modeling (CLM) com Span Corruption.
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+
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+ - **Developed by:** Thacio Garcia Scandaroli
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+ - **Model type:** T5
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+ - **Language(s) (NLP):** Português
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+ - **License:** MIT
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+
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+ ## Pré-treino e especificidades do modelo
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+
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+ O modelo foi treinado com uma parte do corpus C4 em português utilizando o UL2 (https://huggingface.co/google/ul2), utilizando *R-Denoising*, *S-Denoising* e *X-Denoising*, e com dropout 0.0.
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+
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+ De forma diferente, não se utilizou token de prefixo para o *S-Denoising*. Para o *R-Denoising* e o *X-Denoising*, foram utilizados, respectivamente, os tokens <|NLU|> e <|NLG|>.
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+
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+ Utilizou-se uma janela de contexto para 1024 tokens e um tokenizador do GPT2 com vocabulário em português treinado com o wikipedia, aumentando a quantidade de texto que pode ser processada.
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+
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+
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+ ## Uses
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+
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+ <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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+
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+ ### Direct Use
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+
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+ <!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
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+
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+ [More Information Needed]
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+
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+
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+ ### Out-of-Scope Use
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+
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+ <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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+
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+ [More Information Needed]
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+
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+ ## Bias, Risks, and Limitations
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+
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+ <!-- This section is meant to convey both technical and sociotechnical limitations. -->
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+
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+ [More Information Needed]
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+
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+ ### Recommendations
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+
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+ <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
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+
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+ Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
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+
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+ ## How to Get Started with the Model
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+
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+ Use the code below to get started with the model.
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+
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+ [More Information Needed]
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+
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+ ## Citation
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+
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+ @misc{ult52023,
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+ author = {Thacio Garcia Scandaroli},
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+ title = {ULT5-pt: Portuguese Language Model using UL2},
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+ year = {2023},
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+ }