Update README.md

README.md

@@ -12,8 +12,8 @@ base_model: google-t5/t5-small
 
 ## Introduction
 [ptt5-v2 models](https://huggingface.co/collections/unicamp-dl/ptt5-v2-666538a650188ba00aa8d2d0) are pretrained T5 models tailored for the Portuguese language, continuing from Google's original checkpoints with sizes from t5-small to t5-3B.
-These checkpoints were used to train MonoT5 rerankers for the Portuguese language, you can find them at their [HuggingFace collection](https://huggingface.co/collections/unicamp-dl/monoptt5-66653981877df3ea727f720d).
-For further information about the pretraining process and the complete study, please refer to our paper [ptt5-v2: A Closer Look at Continued Pretraining of T5 Models for the Portuguese Language](https://arxiv.org/abs/2008.09144).
+These checkpoints were used to train MonoT5 rerankers for the Portuguese language, which can be found in their  [HuggingFace collection](https://huggingface.co/collections/unicamp-dl/monoptt5-66653981877df3ea727f720d).
+For further information about the pretraining process, please refer to our paper,please refer to our paper [ptt5-v2: A Closer Look at Continued Pretraining of T5 Models for the Portuguese Language](https://arxiv.org/abs/2008.09144).
 
 ## Usage
 ```python