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cloudqi/cqi_brain_memory_filler_pt_v0
cqi_brain_memory_filler_pt_v0 is a token classification model from cloudqi. Use it when you need labels on individual words, such as names. It is set up for transformers.
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.
Downloads · 30 days
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From the Hugging Face model README
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 |
Please, post a Github issue on the NLP Portuguese POS-Tagger.