POS-Tagger Portuguese
We fine-tuned the BERTimbau model with the MacMorpho corpus for the Post-Tagger task, with 10 epochs, achieving a general F1-Score of 0.9826.
Metrics:
Precision Recall F1 Suport
accuracy 0.98 33729
macro avg 0.96 0.95 0.95 33729
weighted avg 0.98 0.98 0.98 33729
F1: 0.9826 Accuracy: 0.9826
Parameters:
nclasses = 27
nepochs = 30
batch_size = 32
batch_status = 32
learning_rate = 1e-5
early_stop = 3
max_length = 200
Tags:
Tag | Meaning |
---|---|
ADJ | Adjetivo |
ADV | Advérbio |
ADV-KS | Advérbio conjuntivo subordinado |
ADV-KS-REL | Advérbio relativo subordinado |
ART | Artigo |
CUR | Moeda |
IN | Interjeição |
KC | Conjunção coordenativa |
KS | Conjunção subordinativa |
N | Substantivo |
NPROP | Substantivo próprio |
NUM | Número |
PCP | Particípio |
PDEN | Palavra denotativa |
PREP | Preposição |
PROADJ | Pronome Adjetivo |
PRO-KS | Pronome conjuntivo subordinado |
PRO-KS-REL | Pronome relativo conectivo subordinado |
PROPESS | Pronome pessoal |
PROSUB | Pronome nominal |
V | Verbo |
VAUX | Verbo auxiliar |
Questions?
Please, post a Github issue on the NLP Portuguese POS-Tagger.
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