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PhoBERT-Final_Mixed-aug_replace_tfidf
ThuyNT03/PhoBERT-Final_Mixed-aug_replace_tfidf
PhoBERT-Final_Mixed-aug_replace_tfidf 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
- Aug 31, 2023
- Updated
- Aug 31, 2023
- SHA
- 7556512a
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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_tfidf
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: 0.9899
- Accuracy: 0.72
- F1: 0.7180
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: 42
- 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 |
|---|---|---|---|---|---|
| 0.9728 | 1.0 | 88 | 0.8055 | 0.61 | 0.5702 |
| 0.7564 | 2.0 | 176 | 0.7245 | 0.7 | 0.6938 |
| 0.5923 | 3.0 | 264 | 0.7654 | 0.66 | 0.6541 |
| 0.4656 | 4.0 | 352 | 0.8144 | 0.7 | 0.6960 |
| 0.3479 | 5.0 | 440 | 0.8609 | 0.69 | 0.6861 |
| 0.2644 | 6.0 | 528 | 0.9379 | 0.71 | 0.7066 |
| 0.1996 | 7.0 | 616 | 0.9780 | 0.73 | 0.7280 |
| 0.1833 | 8.0 | 704 | 0.9899 | 0.72 | 0.7180 |
Framework versions
- Transformers 4.32.1
- Pytorch 2.0.1+cu118
- Datasets 2.14.4
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- Created
- Aug 31, 2023
- Updated
- Aug 31, 2023