Updates README.md for better explanation about the model's predicted labels

README.md

@@ -45,10 +45,9 @@ the **ASSIN (Avaliação de Similaridade Semântica e Inferência textual)** cor
 ### Direct Use
 
 This fine-tuned version of [XLM-RoBERTa-base](https://huggingface.co/xlm-roberta-base) performs Natural
-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.
-
-*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).
+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 in which this model was trained on.
 
+PARAPHRASE and NONE are not defined in [1].Therefore, it is assumed that in this model's training set, 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.
 
 
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