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AustinCarthy/
OnlyPhishGPT2_Domain_100KP_BFall_fromB_100K_topP_0.75_ratio5

Name: OnlyPhishGPT2_Domain_100KP_BFall_fromB_100K_topP_0.75_ratio5
Availability: InStock

tensorboard

generated_from_trainer

apache-2.0

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OnlyPhishGPT2_Domain_100KP_BFall_fromB_100K_topP_0.75_ratio5

This model is a fine-tuned version of bert-base-uncased on the Train benign: Fall,Test Benign: Fall, Train phish: Fall, Test phish: Fall, generated url dataset: generated_phish_OnlyPhishGPT2_using_benign_100K_top_p_0.75_domain dataset. It achieves the following results on the evaluation set:

Loss: 0.0235
Accuracy: 0.9976
F1: 0.9748
Precision: 0.9967
Recall: 0.9538
Roc Auc Score: 0.9768
Tpr At Fpr 0.01: 0.9428

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: 2e-05
train_batch_size: 32
eval_batch_size: 32
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 5.0
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1	Precision	Recall	Roc Auc Score	Tpr At Fpr 0.01
0.0122	1.0	37500	0.0167	0.9967	0.9648	0.9832	0.947	0.9731	0.8864
0.0058	2.0	75000	0.0206	0.9965	0.9625	0.9896	0.9368	0.9682	0.8912
0.0048	3.0	112500	0.0144	0.9976	0.9747	0.9932	0.957	0.9783	0.9236
0.0012	4.0	150000	0.0175	0.9979	0.9773	0.9948	0.9604	0.9801	0.941
0.001	5.0	187500	0.0235	0.9976	0.9748	0.9967	0.9538	0.9768	0.9428

Framework versions

Transformers 4.29.1
Pytorch 1.9.0+cu111
Datasets 2.10.1
Tokenizers 0.13.2

AustinCarthy/OnlyPhishGPT2_Domain_100KP_BFall_fromB_100K_topP_0.75_ratio5

OnlyPhishGPT2_Domain_100KP_BFall_fromB_100K_topP_0.75_ratio5

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

AustinCarthy/
OnlyPhishGPT2_Domain_100KP_BFall_fromB_100K_topP_0.75_ratio5