smolm-autoreg-bpe-counterfactual_babylm_aann_indef_articles_with_pl_nouns_removal_new-1e-4
This model was trained from scratch on the kanishka/counterfactual_babylm_aann_indef_articles_with_pl_nouns_removal_new dataset. It achieves the following results on the evaluation set:
- Loss: 3.4333
- Accuracy: 0.4063
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: 0.0001
- train_batch_size: 32
- eval_batch_size: 64
- seed: 42
- 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 |
---|---|---|---|---|
4.0479 | 1.0 | 18600 | 4.2935 | 0.3070 |
3.5674 | 2.0 | 37200 | 3.7738 | 0.3611 |
3.3916 | 3.0 | 55800 | 3.6022 | 0.3786 |
3.2862 | 4.0 | 74400 | 3.5242 | 0.3885 |
3.2206 | 5.0 | 93000 | 3.4933 | 0.3925 |
3.1712 | 6.0 | 111600 | 3.4670 | 0.3960 |
3.1308 | 7.0 | 130200 | 3.4515 | 0.3982 |
3.0923 | 8.0 | 148800 | 3.4287 | 0.4002 |
3.0627 | 9.0 | 167400 | 3.4128 | 0.4021 |
3.0371 | 10.0 | 186000 | 3.4146 | 0.4029 |
3.0079 | 11.0 | 204600 | 3.4136 | 0.4033 |
2.9826 | 12.0 | 223200 | 3.4180 | 0.4040 |
2.9648 | 13.0 | 241800 | 3.3980 | 0.4056 |
2.9463 | 14.0 | 260400 | 3.4089 | 0.4059 |
2.9268 | 15.0 | 279000 | 3.4190 | 0.4056 |
2.9079 | 16.0 | 297600 | 3.4242 | 0.4058 |
2.8863 | 17.0 | 316200 | 3.4218 | 0.4062 |
2.8721 | 18.0 | 334800 | 3.4296 | 0.4062 |
2.8514 | 19.0 | 353400 | 3.4306 | 0.4064 |
2.8356 | 20.0 | 372000 | 3.4333 | 0.4063 |
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_indef_articles_with_pl_nouns_removal_new-1e-4
Evaluation results
- Accuracy on kanishka/counterfactual_babylm_aann_indef_articles_with_pl_nouns_removal_newself-reported0.406