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PhoBERT-Final_Mixed-aug_backtranslation-1
ThuyNT03/PhoBERT-Final_Mixed-aug_backtranslation-1
PhoBERT-Final_Mixed-aug_backtranslation-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
- d11f082d
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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_backtranslation-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: 1.1341
- Accuracy: 0.74
- F1: 0.7394
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 |
|---|---|---|---|---|---|
| 0.9141 | 1.0 | 87 | 0.7614 | 0.66 | 0.6406 |
| 0.6131 | 2.0 | 174 | 0.6805 | 0.74 | 0.74 |
| 0.4267 | 3.0 | 261 | 0.7192 | 0.74 | 0.7385 |
| 0.2938 | 4.0 | 348 | 0.8398 | 0.7 | 0.6989 |
| 0.1957 | 5.0 | 435 | 0.9773 | 0.74 | 0.7385 |
| 0.158 | 6.0 | 522 | 1.0364 | 0.73 | 0.7271 |
| 0.1052 | 7.0 | 609 | 1.1180 | 0.73 | 0.73 |
| 0.0954 | 8.0 | 696 | 1.1341 | 0.74 | 0.7394 |
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