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intent-classification-v2.1
nguyenvanvi0812/intent-classification-v2.1
intent-classification-v2.1 is a text classification model from nguyenvanvi0812. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as agpl-3.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- agpl-3.0
- Model type
- roberta
- Access
- Public
- Created
- Apr 26, 2024
- Updated
- Feb 14, 2025
- SHA
- 8628539a
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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. -->
intent-classification-v2.1
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: 0.1726
- Accuracy: 0.9601
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: 5e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| No log | 1.0 | 101 | 1.0415 | 0.8479 |
| No log | 2.0 | 202 | 0.4619 | 0.9352 |
| No log | 3.0 | 303 | 0.2620 | 0.9551 |
| No log | 4.0 | 404 | 0.2580 | 0.9377 |
| 0.6837 | 5.0 | 505 | 0.1952 | 0.9501 |
| 0.6837 | 6.0 | 606 | 0.1832 | 0.9551 |
| 0.6837 | 7.0 | 707 | 0.1726 | 0.9601 |
| 0.6837 | 8.0 | 808 | 0.1835 | 0.9526 |
| 0.6837 | 9.0 | 909 | 0.1894 | 0.9526 |
| 0.0665 | 10.0 | 1010 | 0.1827 | 0.9526 |
Framework versions
- Transformers 4.48.3
- Pytorch 2.5.1+cu124
- Datasets 3.3.0
- Tokenizers 0.21.0
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- agpl-3.0
- Created
- Apr 26, 2024
- Updated
- Feb 14, 2025