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Whisper Large V3 Turbo SQ

This model is a fine-tuned version of openai/whisper-large-v3-turbo on the Common Voice 19.0 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3040
  • Wer: 22.4519

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: 4
  • eval_batch_size: 8
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 16
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • num_epochs: 4
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Wer
0.5578 0.3163 250 0.6037 43.1130
0.4707 0.6325 500 0.5295 40.3256
0.4221 0.9488 750 0.4559 35.2985
0.2853 1.2650 1000 0.4205 33.3103
0.2685 1.5813 1250 0.3798 30.7844
0.256 1.8975 1500 0.3552 28.5890
0.18 2.2138 1750 0.3480 27.5728
0.2158 2.5300 2000 0.3349 27.2521
0.1396 2.8463 2250 0.3182 24.2526
0.1123 3.1626 2500 0.3175 23.5520
0.124 3.4788 2750 0.3100 23.4090
0.0908 3.7951 3000 0.3040 22.4519

Framework versions

  • Transformers 4.45.2
  • Pytorch 2.4.1+cu121
  • Datasets 3.0.1
  • Tokenizers 0.20.1
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Evaluation results