Update README.md

README.md

@@ -13,24 +13,24 @@ widget:
 - text: "Texto de exemplo em português"
 inference: false
 ---
-# multilingual-MiniLM-L6-v2-en-msmarco Reranker finetuned on mMARCO
+# mMiniLM-L6-v2-en-msmarco Reranker finetuned on English MS MARCO
 ## Introduction
-multilingual-MiniLM-L6-v2-pt-msmarco is a multilingual miniLM-based model finetuned on English MS MARCO passage dataset. Further information about the dataset or the translation method can be found on our [**mMARCO: A Multilingual Version of MS MARCO Passage Ranking Dataset**](https://arxiv.org/abs/2108.13897) and [mMARCO](https://github.com/unicamp-dl/mMARCO) repository.
+mMiniLM-L6-v2-pt-msmarco is a multilingual miniLM-based model fine-tuned on English MS MARCO passage dataset. Further information about the dataset or the translation method can be found on our [**mMARCO: A Multilingual Version of MS MARCO Passage Ranking Dataset**](https://arxiv.org/abs/2108.13897) and [mMARCO](https://github.com/unicamp-dl/mMARCO) repository.
 ## Usage
 ```python
 from transformers import AutoTokenizer, AutoModel
 
-model_name = 'unicamp-dl/multilingual-MiniLM-L6-v2-en-msmarco'
+model_name = 'unicamp-dl/mMiniLM-L6-v2-en-msmarco'
 tokenizer  = AutoTokenizer.from_pretrained(model_name)
 model      = AutoModel.from_pretrained(model_name)
 
 ```
 # Citation
-If you use multilingual-MiniLM-L6-v2-en-msmarco, please cite:
+If you use mMiniLM-L6-v2-en-msmarco, please cite:
 
     @misc{bonifacio2021mmarco,
       title={mMARCO: A Multilingual Version of the MS MARCO Passage Ranking Dataset}, 
-      author={Luiz Henrique Bonifacio and Israel Campiotti and Vitor Jeronymo and Roberto Lotufo and Rodrigo Nogueira},
+      author={Luiz Henrique Bonifacio and Vitor Jeronymo and Hugo Queiroz Abonizio and Israel Campiotti and Marzieh Fadaee and  and Roberto Lotufo and Rodrigo Nogueira},
       year={2021},
       eprint={2108.13897},
       archivePrefix={arXiv},