Update README.md

README.md

@@ -10,4 +10,18 @@ metrics:
 - recall
 - f1
 pipeline_tag: text-classification
----
+---
+
+## Introduction
+
+Tupi-Bert-Base is a fine-tuned BERT model based on [BERTimbau](https://huggingface.co/neuralmind/bert-base-portuguese-cased) base.For further information or requests, please go to [BERTimbau repository](https://github.com/neuralmind-ai/portuguese-bert/)."
+
+The performance of Language Models can change drastically when there is a domain shift between training and test data. In order create a Portuguese Language Model adapted to a Legal domain, the original BERTimbau model was submitted to a fine-tuning stage where it was performed 1 "PreTraining" epoch over 30 000 legal Portuguese Legal documents available online.
+
+
+## Available models
+
+| Model                                    | Arch.      | #Layers | #Params |
+| ---------------------------------------- | ---------- | ------- | ------- |
+| `FpOliveira/tupi-bert-base-portuguese-cased`  | BERT-Base	|12	|110M|
+| `FpOliveira/tupi-bert-large-portuguese-cased` | BERT-Large | 24      | 335M    |