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bert-phishing-classifier
polinaShyshkina/bert-phishing-classifier
bert-phishing-classifier is a text classification model from polinaShyshkina. 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
- May 26, 2025
- Updated
- Jun 9, 2025
- SHA
- eddc6027
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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-classifier
This model is a fine-tuned version of google-bert/bert-base-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.3705
- Accuracy: 0.823
- Auc: 0.907
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: 0.0005
- 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 | Auc |
|---|---|---|---|---|---|
| 0.4721 | 1.0 | 12129 | 0.4192 | 0.796 | 0.877 |
| 0.4368 | 2.0 | 24258 | 0.4035 | 0.803 | 0.888 |
| 0.4211 | 3.0 | 36387 | 0.3996 | 0.807 | 0.892 |
| 0.4107 | 4.0 | 48516 | 0.3857 | 0.815 | 0.897 |
| 0.4031 | 5.0 | 60645 | 0.3806 | 0.819 | 0.9 |
| 0.3962 | 6.0 | 72774 | 0.3838 | 0.819 | 0.903 |
| 0.3907 | 7.0 | 84903 | 0.3740 | 0.822 | 0.904 |
| 0.3865 | 8.0 | 97032 | 0.3901 | 0.815 | 0.906 |
| 0.3802 | 9.0 | 109161 | 0.3690 | 0.825 | 0.907 |
| 0.3777 | 10.0 | 121290 | 0.3681 | 0.826 | 0.908 |
Framework versions
- Transformers 4.52.4
- Pytorch 2.6.0+cu124
- Datasets 2.14.4
- Tokenizers 0.21.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- May 26, 2025
- Updated
- Jun 9, 2025