bertimbau-base-finetuned-lener-br-finetuned-brazilian_court_decisions
This model is a fine-tuned version of Luciano/bertimbau-base-finetuned-lener-br on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 1.8017
- Accuracy: 0.7698
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 15
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy |
---|---|---|---|---|
No log | 1.0 | 405 | 0.7790 | 0.6535 |
0.8276 | 2.0 | 810 | 0.6739 | 0.7277 |
0.5818 | 3.0 | 1215 | 0.8767 | 0.7302 |
0.4147 | 4.0 | 1620 | 0.8229 | 0.7896 |
0.287 | 5.0 | 2025 | 0.9874 | 0.7921 |
0.287 | 6.0 | 2430 | 1.2301 | 0.7772 |
0.1727 | 7.0 | 2835 | 1.2864 | 0.7946 |
0.1179 | 8.0 | 3240 | 1.5097 | 0.7772 |
0.0709 | 9.0 | 3645 | 1.4772 | 0.7921 |
0.0437 | 10.0 | 4050 | 1.5581 | 0.7797 |
0.0437 | 11.0 | 4455 | 1.6317 | 0.7896 |
0.0318 | 12.0 | 4860 | 1.7295 | 0.7822 |
0.0158 | 13.0 | 5265 | 1.7333 | 0.7797 |
0.0108 | 14.0 | 5670 | 1.8008 | 0.7772 |
0.0137 | 15.0 | 6075 | 1.8017 | 0.7698 |
Framework versions
- Transformers 4.22.0
- Pytorch 1.12.1+cu113
- Datasets 2.4.0
- Tokenizers 0.12.1
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Model tree for Luciano/bertimbau-base-finetuned-lener-br-finetuned-brazilian_court_decisions
Base model
neuralmind/bert-base-portuguese-casedDataset used to train Luciano/bertimbau-base-finetuned-lener-br-finetuned-brazilian_court_decisions
Evaluation results
- Accuracy on joelito/brazilian_court_decisionstest set verified0.793
- Precision Macro on joelito/brazilian_court_decisionstest set verified0.756
- Precision Micro on joelito/brazilian_court_decisionstest set verified0.793
- Precision Weighted on joelito/brazilian_court_decisionstest set verified0.791
- Recall Macro on joelito/brazilian_court_decisionstest set verified0.741
- Recall Micro on joelito/brazilian_court_decisionstest set verified0.793
- Recall Weighted on joelito/brazilian_court_decisionstest set verified0.793
- F1 Macro on joelito/brazilian_court_decisionstest set verified0.747
- F1 Micro on joelito/brazilian_court_decisionstest set verified0.793
- F1 Weighted on joelito/brazilian_court_decisionstest set verified0.791