6765aa88bedd540b83952a9510682c56
This model is a fine-tuned version of google-bert/bert-base-uncased on the contemmcm/clickbait dataset. It achieves the following results on the evaluation set:
- Loss: 0.0491
- Data Size: 1.0
- Epoch Runtime: 35.4724
- Accuracy: 0.9938
- F1 Macro: 0.9935
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: 5e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- distributed_type: multi-GPU
- num_devices: 4
- total_train_batch_size: 32
- total_eval_batch_size: 32
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: constant
- num_epochs: 50
Training results
| Training Loss | Epoch | Step | Validation Loss | Data Size | Epoch Runtime | Accuracy | F1 Macro |
|---|---|---|---|---|---|---|---|
| No log | 0 | 0 | 0.6972 | 0 | 3.1138 | 0.5666 | 0.4292 |
| No log | 1 | 650 | 0.3289 | 0.0078 | 3.8937 | 0.9761 | 0.9748 |
| No log | 2 | 1300 | 0.0824 | 0.0156 | 3.8051 | 0.9728 | 0.9710 |
| No log | 3 | 1950 | 0.0640 | 0.0312 | 4.3262 | 0.9842 | 0.9833 |
| No log | 4 | 2600 | 0.0694 | 0.0625 | 5.4999 | 0.9861 | 0.9853 |
| 0.0046 | 5 | 3250 | 0.0313 | 0.125 | 7.6219 | 0.9904 | 0.9898 |
| 0.0324 | 6 | 3900 | 0.0476 | 0.25 | 11.4640 | 0.9888 | 0.9882 |
| 0.0301 | 7 | 4550 | 0.0374 | 0.5 | 19.3472 | 0.9850 | 0.9840 |
| 0.0155 | 8.0 | 5200 | 0.0286 | 1.0 | 36.3476 | 0.9925 | 0.9921 |
| 0.0147 | 9.0 | 5850 | 0.0377 | 1.0 | 34.9253 | 0.9936 | 0.9933 |
| 0.0075 | 10.0 | 6500 | 0.0814 | 1.0 | 36.1484 | 0.9890 | 0.9885 |
| 0.0125 | 11.0 | 7150 | 0.0363 | 1.0 | 34.7327 | 0.9934 | 0.9931 |
| 0.0 | 12.0 | 7800 | 0.0491 | 1.0 | 35.4724 | 0.9938 | 0.9935 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu128
- Datasets 4.3.0
- Tokenizers 0.22.1
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Model tree for contemmcm/6765aa88bedd540b83952a9510682c56
Base model
google-bert/bert-base-uncased