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Whisper large V3 to CV Albanian

This model is a fine-tuned version of openai/whisper-large-v3 on the rishabhjain16/owr_cv_albanian default dataset. It achieves the following results on the evaluation set:

  • Loss: 0.7039
  • Wer: 29.7352

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
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • training_steps: 5000
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Wer
0.0341 9.0 500 0.5451 34.7454
0.0107 18.01 1000 0.5565 31.4868
0.0012 27.01 1500 0.5967 30.5092
0.0001 37.0 2000 0.6311 30.7128
0.0001 46.0 2500 0.6630 30.0611
0.0 55.01 3000 0.6787 29.8167
0.0 64.01 3500 0.6894 29.6538
0.0 74.0 4000 0.6970 29.6538
0.0 83.0 4500 0.7019 29.6945
0.0 92.01 5000 0.7039 29.7352

Framework versions

  • Transformers 4.37.2
  • Pytorch 1.14.0a0+44dac51
  • Datasets 2.17.1
  • Tokenizers 0.15.2
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