Update README.md

README.md

@@ -15,16 +15,16 @@ pipeline_tag: text-classification
 ## Introduction
 
 
-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.
+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-Base is refinde 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 carried out on the [TuPi Hate Speech DataSet](https://huggingface.co/datasets/FpOliveira/TuPi-Portuguese-Hate-Speech-Dataset-Binary), sourced from diverse social networks.
+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 fine-tuning processe carried out on the [TuPi Hate Speech DataSet](https://huggingface.co/datasets/FpOliveira/TuPi-Portuguese-Hate-Speech-Dataset-Binary), sourced from diverse social networks.
 
 ## 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    |
-| `FpOliveira/tupi-bert-large-portuguese-cased` | BERT-Large | 24      | 335M    |
-| `FpOliveira/tupi-bert-large-portuguese-cased` | BERT-Large | 24      | 335M    |
+| `FpOliveira/tupi-bert-base-portuguese-cased`  | BERT-Base	|12	|109M|
+| `FpOliveira/tupi-bert-large-portuguese-cased` | BERT-Large | 24      | 334M    |
+| `FpOliveira/tupi-bert-base-portuguese-cased-multiclass-multilabel` | BERT-Base | 24      | 109M    |
+| `FpOliveira/tupi-bert-large-portuguese-cased-multiclass-multilabel` | BERT-Large | 24      | 334M    |