# BioBERTpt-squad-v1.1-portuguese for QA (Question Answering)

This is a clinical and biomedical model trained with generic QA questions. This model was finetuned on SQUAD v1.1, with the dataset SQUAD v1.1 in portuguese, from the Deep Learning Brasil group on Google Colab. See more details [here](https://huggingface.co/pierreguillou/bert-base-cased-squad-v1.1-portuguese).

## Performance
The results obtained are the following:
```
f1 = 80.06
exact match = 67.52
```
## See more
Our repo: https://github.com/HAILab-PUCPR/
{"language": "pt", "tags": ["question-answering", "bert", "bioBERTpt", "pytorch"], "metrics": ["squad"], "widget": [{"text": "O que \u00e9 AVC?", "context": "O AVC (Acidente vascular cerebral) \u00e9 a segunda principal causa de morte no Brasil e a principal causa de incapacidade em adultos, retirando do mercado de trabalho milhares de brasileiros. A cada 5 minutos ocorre uma morte por AVC em nosso pa\u00eds. Ele \u00e9 uma altera\u00e7\u00e3o s\u00fabita na circula\u00e7\u00e3o de sangue em alguma regi\u00e3o enc\u00e9falo (composto pelo c\u00e9rebro, cerebelo e tronco encef\u00e1lico)."}, {"text": "O que significa a sigla AVC?", "context": "O AVC (Acidente vascular cerebral) \u00e9 a segunda principal causa de morte no Brasil e a principal causa de incapacidade em adultos, retirando do mercado de trabalho milhares de brasileiros. A cada 5 minutos ocorre uma morte por AVC em nosso pa\u00eds. Ele \u00e9 uma altera\u00e7\u00e3o s\u00fabita na circula\u00e7\u00e3o de sangue em alguma regi\u00e3o enc\u00e9falo (composto pelo c\u00e9rebro, cerebelo e tronco encef\u00e1lico)."}, {"text": "Do que a regi\u00e3o do enc\u00e9falo \u00e9 composta?", "context": "O AVC (Acidente vascular cerebral) \u00e9 a segunda principal causa de morte no Brasil e a principal causa de incapacidade em adultos, retirando do mercado de trabalho milhares de brasileiros. A cada 5 minutos ocorre uma morte por AVC em nosso pa\u00eds. Ele \u00e9 uma altera\u00e7\u00e3o s\u00fabita na circula\u00e7\u00e3o de sangue em alguma regi\u00e3o enc\u00e9falo (composto pelo c\u00e9rebro, cerebelo e tronco encef\u00e1lico)."}, {"text": "O que causa a interrup\u00e7\u00e3o do oxig\u00eanio?", "context": "O oxig\u00eanio \u00e9 um elemento essencial para a atividade normal do nosso corpo; ele juntamente com os nutrientes s\u00e3o transportados pelo sangue, atrav\u00e9s das nossas art\u00e9rias, estas funcionam como mangueiras direcionando o sangue para regi\u00f5es espec\u00edficas. Quando esse transporte \u00e9 impedido e o oxig\u00eanio n\u00e3o chega as \u00e1reas necess\u00e1rias parte do enc\u00e9falo n\u00e3o consegue obter o sangue (e oxig\u00eanio) de que precisa, ent\u00e3o ele e as c\u00e9lulas sofrem les\u00e3o ou morrem. Essa interrup\u00e7\u00e3o pode ser causada por duas raz\u00f5es, um entupimento ou um vazamento nas art\u00e9rias. desta forma temos dois tipos de AVC."}]}
transformers pytorch tf jax bert question-answering bioBERTpt pt endpoints_compatible region:us
TAGS
#transformers #pytorch #tf #jax #bert #question-answering #bioBERTpt #pt #endpoints_compatible #region-us 

# BioBERTpt-squad-v1.1-portuguese for QA (Question Answering)

This is a clinical and biomedical model trained with generic QA questions. This model was finetuned on SQUAD v1.1, with the dataset SQUAD v1.1 in portuguese, from the Deep Learning Brasil group on Google Colab. See more details here.

## Performance
The results obtained are the following:

## See more
Our repo: URL
# BioBERTpt-squad-v1.1-portuguese for QA (Question Answering)

This is a clinical and biomedical model trained with generic QA questions. This model was finetuned on SQUAD v1.1, with the dataset SQUAD v1.1 in portuguese, from the Deep Learning Brasil group on Google Colab. See more details here. ## Performance
The results obtained are the following: ## See more
Our repo: URL
TAGS
#transformers #pytorch #tf #jax #bert #question-answering #bioBERTpt #pt #endpoints_compatible #region-us 
 # BioBERTpt-squad-v1.1-portuguese for QA (Question Answering)

This is a clinical and biomedical model trained with generic QA questions. This model was finetuned on SQUAD v1.1, with the dataset SQUAD v1.1 in portuguese, from the Deep Learning Brasil group on Google Colab. See more details here. ## Performance
The results obtained are the following: ## See more
Our repo: URL
passage: TAGS
#transformers #pytorch #tf #jax #bert #question-answering #bioBERTpt #pt #endpoints_compatible #region-us 
# BioBERTpt-squad-v1.1-portuguese for QA (Question Answering)

This is a clinical and biomedical model trained with generic QA questions. This model was finetuned on SQUAD v1.1, with the dataset SQUAD v1.1 in portuguese, from the Deep Learning Brasil group on Google Colab. See more details here.## Performance
The results obtained are the following:## See more
Our repo: URL