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Phishing_URL_Detection_BERT
Dawood4893723/Phishing_URL_Detection_BERT
Phishing_URL_Detection_BERT is a text classification model from Dawood4893723. 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
- Oct 28, 2025
- Updated
- Oct 28, 2025
- SHA
- 588b5f7c
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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. -->
Phishing_URL_Detection_BERT
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: 0.2763
- Accuracy: 0.876
- Auc: 0.956
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: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Use 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 |
|---|---|---|---|---|---|
| 0.3237 | 1.0 | 263 | 0.3152 | 0.844 | 0.939 |
| 0.361 | 2.0 | 526 | 0.3162 | 0.844 | 0.944 |
| 0.3635 | 3.0 | 789 | 0.2981 | 0.867 | 0.949 |
| 0.3294 | 4.0 | 1052 | 0.3326 | 0.878 | 0.95 |
| 0.3447 | 5.0 | 1315 | 0.2933 | 0.88 | 0.951 |
| 0.3228 | 6.0 | 1578 | 0.2780 | 0.871 | 0.955 |
| 0.3199 | 7.0 | 1841 | 0.2780 | 0.88 | 0.953 |
| 0.3005 | 8.0 | 2104 | 0.2776 | 0.871 | 0.955 |
| 0.3357 | 9.0 | 2367 | 0.2715 | 0.878 | 0.956 |
| 0.3122 | 10.0 | 2630 | 0.2763 | 0.876 | 0.956 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.5.1+cu121
- Datasets 4.2.0
- Tokenizers 0.22.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Oct 28, 2025
- Updated
- Oct 28, 2025