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tiny-mlm-conll2003-from-scratch-target-rotten_tomatoes
This model is a fine-tuned version of muhtasham/tiny-mlm-conll2003-from-scratch on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.8019
- Accuracy: 0.7542
- F1: 0.7530
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 | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.6923 | 1.87 | 500 | 0.6888 | 0.5225 | 0.4666 |
| 0.6682 | 3.75 | 1000 | 0.6492 | 0.6398 | 0.6390 |
| 0.5146 | 5.62 | 1500 | 0.5507 | 0.7514 | 0.7512 |
| 0.3188 | 7.49 | 2000 | 0.5966 | 0.7645 | 0.7643 |
| 0.2517 | 9.36 | 2500 | 0.7016 | 0.7523 | 0.7517 |
| 0.1972 | 11.24 | 3000 | 0.7712 | 0.7514 | 0.7508 |
| 0.1741 | 13.11 | 3500 | 0.8019 | 0.7542 | 0.7530 |
Framework versions
- Transformers 4.26.0.dev0
- Pytorch 1.13.1+cu116
- Datasets 2.8.1.dev0
- Tokenizers 0.13.2
