opt-babylm2-rewritten-clean-spacy_no-num-adj-earlystop-bpe_seed-211_1e-3

This model was trained from scratch on the kanishka/babylm2-rewritten-clean-spacy_no-num-adj dataset. It achieves the following results on the evaluation set:

  • Loss: 2.6884
  • 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: 211
  • 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
4.0839 1.0 2225 3.8319 0.3594
3.4456 2.0 4450 3.3209 0.4073
3.1244 3.0 6675 3.1047 0.4285
2.9574 4.0 8900 3.0003 0.4397
2.8363 5.0 11125 2.9326 0.4464
2.7798 6.0 13350 2.8933 0.4502
2.7383 7.0 15575 2.8661 0.4534
2.706 8.0 17800 2.8462 0.4563
2.6843 9.0 20025 2.8286 0.4581
2.6625 10.0 22250 2.8218 0.4589
2.6482 11.0 24475 2.8130 0.4597
2.6327 12.0 26700 2.8075 0.4604
2.6196 13.0 28925 2.7995 0.4610
2.6254 14.0 31150 2.7951 0.4620
2.6119 15.0 33375 2.7756 0.4640
2.5659 16.0 35600 2.7508 0.4678
2.5146 17.0 37825 2.7269 0.4709
2.4598 18.0 40050 2.7063 0.4740
2.394 19.0 42275 2.6902 0.4770
2.3215 19.9913 44480 2.6884 0.4783

Framework versions

  • Transformers 4.48.0
  • Pytorch 2.5.1
  • Datasets 3.2.0
  • Tokenizers 0.21.0
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Dataset used to train kanishka/opt-babylm2-rewritten-clean-spacy_no-num-adj-earlystop-bpe_seed-211_1e-3

Evaluation results

  • Accuracy on kanishka/babylm2-rewritten-clean-spacy_no-num-adj
    self-reported
    0.478