Update README.md

README.md

@@ -14,10 +14,10 @@ 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.
 
+Tupi-BERT-Base represents a fine-tuned BERT model designed specifically for binary classification of hate speech in Portuguese. Derived from the [BERTimbau base](https://huggingface.co/neuralmind/bert-base-portuguese-cased), TuPi are model family dedicated solution for addressing hate speech concerns.
+For more details or specific inquiries, please refer to the [BERTimbau repository](https://github.com/neuralmind-ai/portuguese-bert/).
+The efficacy of Language Models can exhibit notable variations when confronted with a shift in domain between training and test data. In the creation of a specialized Portuguese Language Model tailored for hate speech classification, the original BERTimbau model underwent meticulous fine-tuning. This process entailed a singular "PreTraining" epoch carried out on the TuPi Hate Speech DataSet, sourced from diverse social networks.
 
 ## Available models
 
@@ -25,3 +25,5 @@ The performance of Language Models can change drastically when there is a domain
 | ---------------------------------------- | ---------- | ------- | ------- |
 | `FpOliveira/tupi-bert-base-portuguese-cased`  | BERT-Base	|12	|110M|
 | `FpOliveira/tupi-bert-large-portuguese-cased` | BERT-Large | 24      | 335M    |
+| `FpOliveira/tupi-bert-large-portuguese-cased` | BERT-Large | 24      | 335M    |
+| `FpOliveira/tupi-bert-large-portuguese-cased` | BERT-Large | 24      | 335M    |