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PhoBERT-Final_Mixed-aug_replace_synonym-1
ThuyNT03/PhoBERT-Final_Mixed-aug_replace_synonym-1
PhoBERT-Final_Mixed-aug_replace_synonym-1 is a text classification model from ThuyNT03. Use it when you need a label for a piece of text. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- roberta
- Access
- Public
- Created
- Sep 7, 2023
- Updated
- Sep 7, 2023
- SHA
- 0090030f
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Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
PhoBERT-Final_Mixed-aug_replace_synonym-1
This model is a fine-tuned version of vinai/phobert-base-v2 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 1.1974
- Accuracy: 0.68
- F1: 0.6775
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: 16
- eval_batch_size: 16
- seed: 41
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 8
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.9517 | 1.0 | 87 | 0.7514 | 0.66 | 0.6270 |
| 0.67 | 2.0 | 174 | 0.7394 | 0.69 | 0.6814 |
| 0.4899 | 3.0 | 261 | 0.7871 | 0.69 | 0.6812 |
| 0.3787 | 4.0 | 348 | 0.8098 | 0.7 | 0.6957 |
| 0.2649 | 5.0 | 435 | 0.9906 | 0.71 | 0.7045 |
| 0.2069 | 6.0 | 522 | 1.0679 | 0.69 | 0.6886 |
| 0.1483 | 7.0 | 609 | 1.1639 | 0.67 | 0.6669 |
| 0.119 | 8.0 | 696 | 1.1974 | 0.68 | 0.6775 |
Framework versions
- Transformers 4.33.1
- Pytorch 2.0.1+cu118
- Datasets 2.14.5
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- Created
- Sep 7, 2023
- Updated
- Sep 7, 2023