byt5-base-khm-en

This model is a fine-tuned version of google/byt5-base on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.5602
  • Bleu: 26.8820
  • Gen Len: 23.5353

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: 0.0003
  • train_batch_size: 2
  • eval_batch_size: 4
  • seed: 42
  • gradient_accumulation_steps: 8
  • total_train_batch_size: 16
  • optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: linear
  • num_epochs: 5

Additional Training includes the Asian Language Treebank (ALT) Dataset

The following hyperparameters were used during training:

  • learning_rate: 0.0001
  • train_batch_size: 2
  • eval_batch_size: 4
  • seed: 42
  • gradient_accumulation_steps: 8
  • total_train_batch_size: 16
  • optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: Cosine
  • num_epochs: 3

Training results

Training Loss Epoch Step Validation Loss Bleu Gen Len
0.8053 1.0 1333 0.9467 3.0623 34.1781
0.6026 2.0 2666 0.7041 12.6402 26.6596
0.4719 3.0 3999 0.5933 17.5698 24.2143
0.4029 4.0 5332 0.5593 22.9685 24.0115
0.3404 5.0 6665 0.5602 26.8820 23.5353
0.5988 6.0 7998 0.5456 17.1649 78.2938
0.4947 7.0 9331 0.4823 20.9237 81.6542
0.4402 8.0 10664 0.4455 25.0764 75.5452

Evaluation results

The evaluation is done on the Tatoeba and Asian Language Treebank (ALT) dataset.

Metrics Value
BLEU 25.08
chrF 50.05
BERTScore F1 0.9356

Framework versions

  • Transformers 4.57.1
  • Pytorch 2.8.0+cu126
  • Datasets 4.4.2
  • Tokenizers 0.22.1
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