Whisper base AR - BA

This model is a fine-tuned version of openai/whisper-base on the quran-ayat-speech-to-text dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0853
  • Wer: 0.1969

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: 0.0001
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 32
  • optimizer: Use OptimizerNames.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: 500
  • num_epochs: 15
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Wer
2.0599 0.5858 1000 0.0910 0.2075
1.6156 1.1716 2000 0.0921 0.1917
1.5706 1.7575 3000 0.0891 0.1953
1.3401 2.3433 4000 0.0880 0.1882
1.2238 2.9291 5000 0.0865 0.1886
1.0654 3.5149 6000 0.0860 0.1922
1.0904 4.1008 7000 0.0859 0.2000
1.2607 4.6866 8000 0.0872 0.1882
1.147 5.2724 9000 0.0870 0.1944
1.1237 5.8582 10000 0.0856 0.1905
1.0093 6.4441 11000 0.0849 0.2001
0.9993 7.0299 12000 0.0839 0.1888
0.8718 7.6157 13000 0.0844 0.1894
0.8877 8.2015 14000 0.0838 0.1908
0.8187 8.7873 15000 0.0843 0.1957
0.8235 9.3732 16000 0.0838 0.1975
0.7972 9.9590 17000 0.0835 0.1911
0.8203 10.5448 18000 0.0844 0.1866
0.8593 11.1306 19000 0.0843 0.1916
0.8279 11.7165 20000 0.0840 0.1905
0.806 12.3023 21000 0.0827 0.1897
0.8343 12.8881 22000 0.0832 0.1891
0.7252 13.4739 23000 0.0830 0.1845
0.7685 14.0598 24000 0.0830 0.1919
0.7085 14.6456 25000 0.0829 0.1975

Framework versions

  • Transformers 4.51.3
  • Pytorch 2.6.0+cu124
  • Datasets 3.6.0
  • Tokenizers 0.21.1
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