621033441699ab5e5f3dac26085d0114
This model is a fine-tuned version of distilbert/distilbert-base-uncased on the contemmcm/clickbait dataset. It achieves the following results on the evaluation set:
- Loss: 0.0796
- Data Size: 1.0
- Epoch Runtime: 19.4166
- Accuracy: 0.9878
- F1 Macro: 0.9872
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 | 0.6998 | 0 | 2.0935 | 0.3696 | 0.3043 |
| No log | 1 | 650 | 0.3791 | 0.0078 | 2.4622 | 0.9755 | 0.9742 |
| No log | 2 | 1300 | 0.0755 | 0.0156 | 2.5754 | 0.9784 | 0.9773 |
| No log | 3 | 1950 | 0.0596 | 0.0312 | 2.8019 | 0.9809 | 0.9799 |
| No log | 4 | 2600 | 0.0452 | 0.0625 | 3.4187 | 0.9880 | 0.9874 |
| 0.0047 | 5 | 3250 | 0.0356 | 0.125 | 4.3852 | 0.9905 | 0.9901 |
| 0.0257 | 6 | 3900 | 0.0764 | 0.25 | 6.7194 | 0.9805 | 0.9793 |
| 0.0198 | 7 | 4550 | 0.0273 | 0.5 | 10.8434 | 0.9921 | 0.9917 |
| 0.0267 | 8.0 | 5200 | 0.0270 | 1.0 | 19.6805 | 0.9931 | 0.9927 |
| 0.0031 | 9.0 | 5850 | 0.0459 | 1.0 | 19.7366 | 0.9936 | 0.9933 |
| 0.0 | 10.0 | 6500 | 0.0487 | 1.0 | 19.4059 | 0.9932 | 0.9929 |
| 0.0009 | 11.0 | 7150 | 0.0604 | 1.0 | 19.4612 | 0.9919 | 0.9915 |
| 0.0068 | 12.0 | 7800 | 0.0796 | 1.0 | 19.4166 | 0.9878 | 0.9872 |
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/621033441699ab5e5f3dac26085d0114
Base model
distilbert/distilbert-base-uncased