Update README.md

README.md

@@ -60,12 +60,12 @@ be run on consumer-grade hardware.
 **Gervásio 7B PT-BR** is developed by NLX-Natural Language and Speech Group, at the University of Lisbon, Faculty of Sciences, Department of Informatics, Portugal.
 
 For the record, its full name is **Gervásio Produz Textos em Português**, to which corresponds the natural acronym **GPT PT**, 
-and which is know tough more shortly as **Gervásio PT-***, or even more briefly just as **Gervásio**, among his acquaintances.
+and which is known more shortly as Gervásio PT-* or, even more briefly, just as Gervásio, among its acquaintances.
 
 These models are fully documented in the respective [publication](https://arxiv.org/abs/?):
 
 ``` latex
-@misc{albertina-pt,
+@misc{gervasio,
       title={Advancing Generative AI for Portuguese with Open Decoder Gervásio~PT*}, 
       author={Rodrigo Santos, João Silva, Luís Gomes, João Rodrigues, António Branco},
       year={2024},
@@ -92,7 +92,7 @@ Gervásio-7B-PTBR-Decoder is distributed under an [MIT license](https://huggingf
 
 # Training Data
 
-**Gervásio 7B PT-PT** was trained over standard supervised fine-tuning, and to keep some alignment with mainstream benchmarks for English, we resorted to tasks and respective datasets in the GLUE and the SuperGLUE collections.
+**Gervásio 7B PT-BR** was trained over standard supervised fine-tuning, and to keep some alignment with mainstream benchmarks for English, we resorted to tasks and respective datasets in the GLUE and the SuperGLUE collections.
 
 
 We selected those datasets where the outcome of their machine translation into American Portuguese could preserve, in the target language, the linguistic properties at stake.