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README.md
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@@ -45,7 +45,7 @@ the **ASSIN (Avaliação de Similaridade Semântica e Inferência textual)** cor
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### Direct Use
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This fine-tuned version of [XLM-RoBERTa-base](https://huggingface.co/xlm-roberta-base) performs Natural
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Language Inference (NLI), which is a text classification task. Therefore, classifies pairs of sentences in the form *(premise, hypothesis)* into one of the following classes *ENTAILMENT, PARAPHRASE* or *NONE*. Salvatore's definition [1] for *ENTAILEMENT* is assumed to be the same as the one found in [ASSIN](https://huggingface.co/datasets/assin)'s labels.
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*PARAPHRASE* and *NONE* are not defined in [1].Therefore, it is assumed that in [ASSIN](https://huggingface.co/datasets/assin), given a pair of sentences *(paraphase, hypothesis)*, *hypothesis* is a *PARAPHRASE* of *premise* if *premise* is an *ENTAILMENT* of *hypothesis* and vice-versa. If *(premise, hypothesis)* don't have an *ENTAILMENT* or *PARAPHARSE* relationship, *(premise, hypothesis)* is classified as *NONE* in [ASSIN](https://huggingface.co/datasets/assin).
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### Direct Use
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This fine-tuned version of [XLM-RoBERTa-base](https://huggingface.co/xlm-roberta-base) performs Natural
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Language Inference (NLI), which is a text classification task. Therefore, it classifies pairs of sentences in the form *(premise, hypothesis)* into one of the following classes *ENTAILMENT, PARAPHRASE* or *NONE*. Salvatore's definition [1] for *ENTAILEMENT* is assumed to be the same as the one found in [ASSIN](https://huggingface.co/datasets/assin)'s labels.
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*PARAPHRASE* and *NONE* are not defined in [1].Therefore, it is assumed that in [ASSIN](https://huggingface.co/datasets/assin), given a pair of sentences *(paraphase, hypothesis)*, *hypothesis* is a *PARAPHRASE* of *premise* if *premise* is an *ENTAILMENT* of *hypothesis* and vice-versa. If *(premise, hypothesis)* don't have an *ENTAILMENT* or *PARAPHARSE* relationship, *(premise, hypothesis)* is classified as *NONE* in [ASSIN](https://huggingface.co/datasets/assin).
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