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small-mlm-glue-cola-from-scratch-custom-tokenizer-expand-vocab
This model is a fine-tuned version of google/bert_uncased_L-4_H-512_A-8 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 5.3242
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: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: constant
- training_steps: 5000
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 7.5029 | 0.47 | 500 | 6.2502 |
| 6.2048 | 0.94 | 1000 | 6.0975 |
| 5.9473 | 1.4 | 1500 | 5.8848 |
| 5.839 | 1.87 | 2000 | 5.9288 |
| 5.7542 | 2.34 | 2500 | 5.7539 |
| 5.7137 | 2.81 | 3000 | 5.5897 |
| 5.6052 | 3.27 | 3500 | 5.7464 |
| 5.4948 | 3.74 | 4000 | 5.5480 |
| 5.5009 | 4.21 | 4500 | 5.5464 |
| 5.3884 | 4.68 | 5000 | 5.3242 |
Framework versions
- Transformers 4.27.0.dev0
- Pytorch 1.13.1+cu116
- Datasets 2.9.1.dev0
- Tokenizers 0.13.2
