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bert-phishing-url_parent
InduwaraR/bert-phishing-url_parent
bert-phishing-url_parent is a text classification model from InduwaraR. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Mar 27, 2025
- Updated
- Mar 27, 2025
- SHA
- c4313da4
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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. -->
bert-phishing-url_parent
This model is a fine-tuned version of google-bert/bert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.5752
- Accuracy: 0.68
- Auc: 0.859
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: 0.0002
- train_batch_size: 32
- eval_batch_size: 32
- 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 | Auc |
|---|---|---|---|---|---|
| 0.6303 | 1.0 | 379 | 0.6868 | 0.547 | 0.775 |
| 0.589 | 2.0 | 758 | 0.6025 | 0.662 | 0.827 |
| 0.5635 | 3.0 | 1137 | 0.6093 | 0.638 | 0.84 |
| 0.5477 | 4.0 | 1516 | 0.5919 | 0.662 | 0.85 |
| 0.5369 | 5.0 | 1895 | 0.5531 | 0.696 | 0.854 |
| 0.5313 | 6.0 | 2274 | 0.5772 | 0.673 | 0.855 |
| 0.5262 | 7.0 | 2653 | 0.5633 | 0.682 | 0.857 |
| 0.5242 | 8.0 | 3032 | 0.5719 | 0.673 | 0.858 |
| 0.5199 | 9.0 | 3411 | 0.5612 | 0.68 | 0.859 |
| 0.5156 | 10.0 | 3790 | 0.5752 | 0.68 | 0.859 |
Framework versions
- Transformers 4.50.0
- Pytorch 2.6.0+cu124
- Datasets 3.4.1
- Tokenizers 0.21.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Mar 27, 2025
- Updated
- Mar 27, 2025