smolm-autoreg-bpe-counterfactual-babylm-new_regex_aanns_removal-seed_42-1e-3
This model was trained from scratch on the kanishka/counterfactual-babylm-new_regex_aanns_removal dataset. It achieves the following results on the evaluation set:
- Loss: 3.3818
- Accuracy: 0.4120
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: 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 |
---|---|---|---|---|
3.6013 | 1.0 | 18593 | 3.7859 | 0.3595 |
3.3808 | 2.0 | 37186 | 3.5963 | 0.3806 |
3.2581 | 3.0 | 55779 | 3.4526 | 0.3931 |
3.174 | 4.0 | 74372 | 3.4158 | 0.3984 |
3.1218 | 5.0 | 92965 | 3.4018 | 0.4022 |
3.0764 | 6.0 | 111558 | 3.3647 | 0.4060 |
3.0403 | 7.0 | 130151 | 3.3497 | 0.4073 |
3.0123 | 8.0 | 148744 | 3.3577 | 0.4084 |
2.9806 | 9.0 | 167337 | 3.3481 | 0.4096 |
2.9559 | 10.0 | 185930 | 3.3229 | 0.4107 |
2.9341 | 11.0 | 204523 | 3.3348 | 0.4109 |
2.9141 | 12.0 | 223116 | 3.3268 | 0.4113 |
2.8904 | 13.0 | 241709 | 3.3276 | 0.4122 |
2.8682 | 14.0 | 260302 | 3.3432 | 0.4128 |
2.8518 | 15.0 | 278895 | 3.3533 | 0.4120 |
2.8294 | 16.0 | 297488 | 3.3578 | 0.4120 |
2.8079 | 17.0 | 316081 | 3.3555 | 0.4124 |
2.7936 | 18.0 | 334674 | 3.3698 | 0.4121 |
2.7716 | 19.0 | 353267 | 3.3713 | 0.4124 |
2.7573 | 20.0 | 371860 | 3.3818 | 0.4120 |
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-new_regex_aanns_removal-seed_42-1e-3
Evaluation results
- Accuracy on kanishka/counterfactual-babylm-new_regex_aanns_removalself-reported0.412