Downloads · 30 days
7
39% of all-time downloads
bert-phishing-classifier
hpylieva/bert-phishing-classifier
bert-phishing-classifier is a text classification model from hpylieva. 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. --
All-time downloads
18
Public
Parameters
109M
438 MB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors438 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- May 19, 2025
- Updated
- May 19, 2025
- SHA
- a8de35a2
Try a prompt
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 an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.2894
- Accuracy: 0.867
- Auc: 0.951
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 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 |
|---|---|---|---|---|---|
| 0.5033 | 1.0 | 263 | 0.3838 | 0.818 | 0.912 |
| 0.4085 | 2.0 | 526 | 0.3405 | 0.836 | 0.93 |
| 0.3558 | 3.0 | 789 | 0.3143 | 0.853 | 0.939 |
| 0.3571 | 4.0 | 1052 | 0.3495 | 0.851 | 0.946 |
| 0.3498 | 5.0 | 1315 | 0.3422 | 0.86 | 0.948 |
| 0.3479 | 6.0 | 1578 | 0.2925 | 0.871 | 0.951 |
| 0.3355 | 7.0 | 1841 | 0.2886 | 0.88 | 0.95 |
| 0.3127 | 8.0 | 2104 | 0.2883 | 0.871 | 0.95 |
| 0.3149 | 9.0 | 2367 | 0.2844 | 0.867 | 0.951 |
| 0.315 | 10.0 | 2630 | 0.2894 | 0.867 | 0.951 |
Framework versions
- Transformers 4.51.3
- Pytorch 2.6.0+cu124
- Datasets 3.6.0
- Tokenizers 0.21.1
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- May 19, 2025
- Updated
- May 19, 2025