Finetuned Whisper large-v3-turbo0 for darija speech translation

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

  • Loss: 0.0003
  • Bleu: 0.9369

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: 8
  • seed: 42
  • optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 100
  • training_steps: 1000
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Bleu
2.4675 2.2727 50 1.2036 0.2616
0.8385 4.5455 100 0.4859 0.5348
0.3255 6.8182 150 0.1448 0.7604
0.1266 9.0909 200 0.0588 0.8582
0.0654 11.3636 250 0.0501 0.8531
0.0427 13.6364 300 0.0336 0.8875
0.0315 15.9091 350 0.0209 0.9159
0.0188 18.1818 400 0.0214 0.8977
0.0193 20.4545 450 0.0103 0.9233
0.012 22.7273 500 0.0053 0.9329
0.0084 25.0 550 0.0089 0.9291
0.0072 27.2727 600 0.0028 0.9332
0.0031 29.5455 650 0.0042 0.9326
0.0032 31.8182 700 0.0045 0.9318
0.0026 34.0909 750 0.0005 0.9362
0.0008 36.3636 800 0.0004 0.9364
0.0006 38.6364 850 0.0003 0.9369
0.0003 40.9091 900 0.0003 0.9369
0.0003 43.1818 950 0.0003 0.9369
0.0003 45.4545 1000 0.0003 0.9369

Framework versions

  • Transformers 4.47.1
  • Pytorch 2.5.1+cu121
  • Datasets 2.19.2
  • Tokenizers 0.21.0
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