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whisper-large-v3-ft-btb-cv-cvad-ca-wlga-cy-2511

This model is a fine-tuned version of openai/whisper-large-v3 on the techiaith/banc-trawsgrifiadau-bangor train 25.10, techiaith/corpws-clllc-wlga clips main, techiaith/commonvoice_23_0_cy train+dev+other_with_excluded main, cymen-arfor/lleisiau-arfor train+dev main, techiaith/commonvoice_vad_cy train main dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3635
  • Wer: 0.2736

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: 1e-05
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 2
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 64
  • total_eval_batch_size: 32
  • optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_steps: 500
  • training_steps: 6000
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Wer
0.5932 0.2523 500 0.5774 0.4085
0.491 0.5047 1000 0.4778 0.3715
0.4394 0.7570 1500 0.4366 0.3477
0.3786 1.0091 2000 0.4134 0.3097
0.3156 1.2614 2500 0.3972 0.3006
0.3094 1.5138 3000 0.3822 0.3114
0.2971 1.7661 3500 0.3710 0.2953
0.2295 2.0182 4000 0.3697 0.2828
0.2038 2.2705 4500 0.3679 0.2814
0.2049 2.5228 5000 0.3650 0.2791
0.2011 2.7752 5500 0.3635 0.2765
0.1793 3.0273 6000 0.3635 0.2731

Framework versions

  • Transformers 4.52.4
  • Pytorch 2.9.0+cu128
  • Datasets 4.4.0
  • Tokenizers 0.21.4
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