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-ablation
    self-reported
    0.478