opt-babylm2-rewritten-clean-spacy-earlystop_hierarchica_size-color_adj2-bpe_seed-42_1e-3
This model was trained from scratch on the kanishka/babylm2-rewritten-clean-spacy_hierarchical-adj_size-color_adj2-ablation dataset. It achieves the following results on the evaluation set:
- Loss: 2.6851
- Accuracy: 0.4783
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
- gradient_accumulation_steps: 8
- total_train_batch_size: 256
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- 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 |
|---|---|---|---|---|
| 4.0969 | 1.0 | 2256 | 3.8070 | 0.3614 |
| 3.4446 | 2.0 | 4512 | 3.3003 | 0.4094 |
| 3.1276 | 3.0 | 6768 | 3.0918 | 0.4301 |
| 2.923 | 4.0 | 9024 | 2.9832 | 0.4408 |
| 2.8441 | 5.0 | 11280 | 2.9216 | 0.4471 |
| 2.7868 | 6.0 | 13536 | 2.8837 | 0.4515 |
| 2.7439 | 7.0 | 15792 | 2.8574 | 0.4543 |
| 2.7127 | 8.0 | 18048 | 2.8372 | 0.4567 |
| 2.6875 | 9.0 | 20304 | 2.8226 | 0.4584 |
| 2.6689 | 10.0 | 22560 | 2.8152 | 0.4595 |
| 2.6489 | 11.0 | 24816 | 2.8068 | 0.4603 |
| 2.6473 | 12.0 | 27072 | 2.8009 | 0.4610 |
| 2.6379 | 13.0 | 29328 | 2.7934 | 0.4619 |
| 2.6283 | 14.0 | 31584 | 2.7925 | 0.4621 |
| 2.6112 | 15.0 | 33840 | 2.7649 | 0.4653 |
| 2.568 | 16.0 | 36096 | 2.7397 | 0.4684 |
| 2.5179 | 17.0 | 38352 | 2.7208 | 0.4714 |
| 2.4626 | 18.0 | 40608 | 2.7015 | 0.4743 |
| 2.3968 | 19.0 | 42864 | 2.6875 | 0.4770 |
| 2.3253 | 19.9912 | 45100 | 2.6851 | 0.4783 |
Framework versions
- Transformers 4.48.0
- Pytorch 2.6.0+cu124
- Datasets 3.2.0
- Tokenizers 0.21.4
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Dataset used to train kanishka/opt-babylm2-rewritten-clean-spacy-earlystop_hierarchica_size-color_adj2-bpe_seed-42_1e-3
Evaluation results
- Accuracy on kanishka/babylm2-rewritten-clean-spacy_hierarchical-adj_size-color_adj2-ablationself-reported0.478