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small-mlm-conll2003-from-scratch-target-rotten_tomatoes
This model is a fine-tuned version of muhtasham/small-mlm-conll2003-from-scratch on the None dataset. It achieves the following results on the evaluation set:
- Loss: 1.6085
- Accuracy: 0.7017
- F1: 0.6937
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 |
|---|---|---|---|---|---|
| 0.6297 | 1.87 | 500 | 0.5789 | 0.6886 | 0.6772 |
| 0.3539 | 3.75 | 1000 | 0.6211 | 0.7523 | 0.7514 |
| 0.2445 | 5.62 | 1500 | 0.8846 | 0.7195 | 0.7163 |
| 0.1568 | 7.49 | 2000 | 1.1468 | 0.7430 | 0.7425 |
| 0.1154 | 9.36 | 2500 | 1.6085 | 0.7017 | 0.6937 |
Framework versions
- Transformers 4.26.0.dev0
- Pytorch 1.13.1+cu116
- Datasets 2.8.1.dev0
- Tokenizers 0.13.2
