Update README.md

README.md

@@ -33,19 +33,22 @@ widget:
 
 # Albertina PT-BR Base
 
-
-**Albertina PT-*** is a foundation, large language model for the **Portuguese language**.
+**Albertina PT-BR Base** is a foundation, large language model for American **Portuguese** from **Brazil**.
 
 It is an **encoder** of the BERT family, based on the neural architecture Transformer and 
 developed over the DeBERTa model, with most competitive performance for this language. 
-It has different versions that were trained for different variants of Portuguese (PT), 
-namely the European variant from Portugal (**PT-PT**) and the American variant from Brazil (**PT-BR**), 
-and it is distributed free of charge and under a most permissible license.
+It is distributed free of charge and under a most permissible license.
 
+You may be also interested in [**Albertina PT-BR**](https://huggingface.co/PORTULAN/albertina-ptbr) and in [**Albertina PT-BR No-brWaC**](https://huggingface.co/PORTULAN/albertina-ptbr-nobrwac).
+These are larger versions, 
+and to the best of our knowledge, these are encoders specifically for this language and variant 
+that, at the time of its initial distribution, sets a new state of the art for it, and are made publicly available 
+and distributed for reuse.
 
-It is developed by a joint team from the University of Lisbon and the University of Porto, Portugal. 
+**Albertina PT-BR Base** is developed by a joint team from the University of Lisbon and the University of Porto, Portugal. 
 For further details, check the respective [publication](https://arxiv.org/abs/2305.06721):
 
+
 ``` latex
 @misc{albertina-pt,
       title={Advancing Neural Encoding of Portuguese
@@ -119,7 +122,8 @@ We address four tasks from those in PLUE, namely:
 
 | Model                    | RTE (Accuracy) | WNLI (Accuracy)| MRPC (F1) | STS-B (Pearson) |
 |--------------------------|----------------|----------------|-----------|-----------------|
-| **Albertina-PT-BR Base** |  0.6462        | 0.5493         | 0.8779    | 0.8501          |
+| **Albertina-PT-BR**      | **0.7545**     | 0.4601         | **0.9071  | **0.8910**      | 
+| **Albertina-PT-BR Base** |  0.6462        | **0.5493**     | 0.8779    | 0.8501          |
 
 
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