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PhoBERT-Final_VietNam-aug_replace_synonym
ThuyNT03/PhoBERT-Final_VietNam-aug_replace_synonym
PhoBERT-Final_VietNam-aug_replace_synonym 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 30, 2023
- Updated
- Aug 30, 2023
- SHA
- 467c1928
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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-train-aug_replace_synonym
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: 1.1202
- Accuracy: 0.68
- F1: 0.6901
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 |
|---|---|---|---|---|---|
| 0.8957 | 1.0 | 86 | 0.7282 | 0.75 | 0.7559 |
| 0.6001 | 2.0 | 172 | 0.6158 | 0.74 | 0.7414 |
| 0.3969 | 3.0 | 258 | 0.7190 | 0.76 | 0.7606 |
| 0.2842 | 4.0 | 344 | 0.9430 | 0.6 | 0.5878 |
| 0.2551 | 5.0 | 430 | 0.9202 | 0.68 | 0.6905 |
| 0.1586 | 6.0 | 516 | 1.0452 | 0.7 | 0.7089 |
| 0.1387 | 7.0 | 602 | 1.1442 | 0.67 | 0.6789 |
| 0.1218 | 8.0 | 688 | 1.1202 | 0.68 | 0.6901 |
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 30, 2023
- Updated
- Aug 30, 2023