finetuned-self_mlm_mini
This model is a fine-tuned version of muhtasham/bert-tiny-mlm-finetuned-imdb on the imdb dataset. It achieves the following results on the evaluation set:
- Loss: 0.6150
- Accuracy: 0.8224
- F1: 0.9025
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: 3e-05
- train_batch_size: 128
- eval_batch_size: 128
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: constant
- num_epochs: 200
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.4426 | 2.55 | 500 | 0.4673 | 0.7928 | 0.8844 |
| 0.2845 | 5.1 | 1000 | 0.3099 | 0.8697 | 0.9303 |
| 0.2282 | 7.65 | 1500 | 0.3432 | 0.8589 | 0.9241 |
| 0.1819 | 10.2 | 2000 | 0.2702 | 0.8998 | 0.9472 |
| 0.1461 | 12.76 | 2500 | 0.4852 | 0.8344 | 0.9097 |
| 0.111 | 15.31 | 3000 | 0.6807 | 0.7950 | 0.8858 |
| 0.0883 | 17.86 | 3500 | 0.6150 | 0.8224 | 0.9025 |
Framework versions
- Transformers 4.25.1
- Pytorch 1.12.1+cu113
- Datasets 2.7.1
- Tokenizers 0.13.2