bert-mini-domain-adapted-imdb
This model is a fine-tuned version of prajjwal1/bert-mini on imdb movie reviews dataset. It achieves the following results on the evaluation set:
- Loss: 2.7667
- Perplexity: 15.91
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: 3.0
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 3.0658 | 1.0 | 782 | 2.8164 |
| 3.0034 | 2.0 | 1564 | 2.7746 |
| 2.9766 | 3.0 | 2346 | 2.7728 |
Framework versions
- Transformers 4.37.2
- Pytorch 2.1.0+cu121
- Datasets 2.17.1
- Tokenizers 0.15.2