Update README.md

README.md

@@ -18,10 +18,10 @@ library_name: transformers
 
 <!-- Provide a longer summary of what this model is. -->
 
-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.
-
 *ULT5-pt is a T5-v1.1 architecture model trained using the UL2 - Unifying Language Learning Paradigms framework, which uses Mixture-of-Denoisers (MoD), combining Causal Language Modeling (CLM) objective with Span Corruption.*
 
+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.
+
 | Model                                    | Parameters  |
 | :-:                                      |  :-:      |
 | [thacio/ult5-pt-small](https://huggingface.co/thacio/ult5-pt-small) | 82.4M |
@@ -54,11 +54,11 @@ Os modos de *span corruption* podem ser acionados adicionado ao início do text
 Os autores do UL2 apontam uma possivel diferença no resultado do fine-tune dependendo do modo ativado.
 Porém, para o ult5-pt, não se notou diferença nos testes de benchmark.
 
-*Fine-tunning is the recommended use for the model.
+*Fine-tunning is the recommended use for the model.*
 
-A tutorial (in portuguse) in notebook format for decoder and encoder-decoder (T5) model fine-tuning was provided: [Fine-tune Large Language Models](link here).
+*A tutorial (in portuguse) in notebook format for decoder and encoder-decoder (T5) model fine-tuning was provided: [Fine-tune Large Language Models](link here).*
 
-Span corruption modes can be activated by adding the prefixes '<|NLU|>' and '<|NLG|>' to the beginning of the text. The UL2 authors point out a possible difference in the fine-tuning result depending on the activated mode. However, for ult5-pt, no difference was noticed in benchmark tests.*
+*Span corruption modes can be activated by adding the prefixes '<|NLU|>' and '<|NLG|>' to the beginning of the text. The UL2 authors point out a possible difference in the fine-tuning result depending on the activated mode. However, for ult5-pt, no difference was noticed in benchmark tests.*
 
 ### Direct Use