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

This model is a fine-tuned version of openai/whisper-large-v3 on the techiaith/banc-trawsgrifiadau-bangor train 25.10, 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: 0.3775
  • Wer: 0.2938

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: 32
  • eval_batch_size: 16
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 2
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 128
  • 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
0.4961 0.5928 500 0.5267 0.3950
0.3376 1.1849 1000 0.4401 0.3313
0.3166 1.7777 1500 0.3996 0.3110
0.2334 2.3699 2000 0.3908 0.2970
0.2258 2.9627 2500 0.3775 0.2938
0.1559 3.5548 3000 0.3949 0.2881
0.0973 4.1470 3500 0.4325 0.2875
0.0986 4.7398 4000 0.4370 0.2843
0.0578 5.3320 4500 0.4849 0.2897
0.0568 5.9247 5000 0.4883 0.2915
0.0377 6.5169 5500 0.5269 0.2902
0.0348 7.1091 6000 0.5282 0.2905

Framework versions

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