smolm-autoreg-bpe-counterfactual_babylm_aann_low_variability_noun_211-1e-3
This model was trained from scratch on the kanishka/counterfactual_babylm_aann_low_variability_noun dataset. It achieves the following results on the evaluation set:
- Loss: 3.4073
- Accuracy: 0.4102
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: 0.001
- train_batch_size: 32
- eval_batch_size: 64
- seed: 211
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 32000
- num_epochs: 20.0
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy |
---|---|---|---|---|
3.6045 | 1.0 | 18595 | 3.8020 | 0.3570 |
3.3841 | 2.0 | 37190 | 3.5977 | 0.3801 |
3.2569 | 3.0 | 55785 | 3.4644 | 0.3932 |
3.1775 | 4.0 | 74380 | 3.4314 | 0.3981 |
3.1198 | 5.0 | 92975 | 3.4138 | 0.4017 |
3.0787 | 6.0 | 111570 | 3.3922 | 0.4036 |
3.0411 | 7.0 | 130165 | 3.3671 | 0.4059 |
3.0125 | 8.0 | 148760 | 3.3583 | 0.4072 |
2.9812 | 9.0 | 167355 | 3.3392 | 0.4088 |
2.9592 | 10.0 | 185950 | 3.3605 | 0.4087 |
2.9333 | 11.0 | 204545 | 3.3525 | 0.4092 |
2.9129 | 12.0 | 223140 | 3.3609 | 0.4097 |
2.8907 | 13.0 | 241735 | 3.3751 | 0.4097 |
2.8737 | 14.0 | 260330 | 3.3661 | 0.4099 |
2.8533 | 15.0 | 278925 | 3.3723 | 0.4102 |
2.8283 | 16.0 | 297520 | 3.3770 | 0.4106 |
2.817 | 17.0 | 316115 | 3.3919 | 0.4102 |
2.7925 | 18.0 | 334710 | 3.3901 | 0.4106 |
2.7778 | 19.0 | 353305 | 3.4038 | 0.4102 |
2.7587 | 20.0 | 371900 | 3.4073 | 0.4102 |
Framework versions
- Transformers 4.38.0
- Pytorch 2.3.1+cu121
- Datasets 2.16.1
- Tokenizers 0.15.2
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Dataset used to train kanishka/smolm-autoreg-bpe-counterfactual_babylm_aann_low_variability_noun-seed_211-1e-3
Evaluation results
- Accuracy on kanishka/counterfactual_babylm_aann_low_variability_nounself-reported0.410