Tarteel Base with Makharij Huruf

This model is a fine-tuned version of tarteel-ai/whisper-base-ar-quran on the mark-muhammad/makharij-huruf dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0206
  • Wer: 0.0187

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: 3e-05
  • train_batch_size: 1
  • eval_batch_size: 1
  • seed: 42
  • gradient_accumulation_steps: 16
  • total_train_batch_size: 16
  • optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED 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: 50
  • num_epochs: 30

Training results

Training Loss Epoch Step Validation Loss Wer
42.9673 1.0 20 2.8351 0.8667
49.3440 2.0 40 3.4646 0.8780
33.1581 3.0 60 2.1838 0.8755
28.3724 4.0 80 1.7310 0.8767
13.9161 5.0 100 0.8567 0.8369
7.7049 6.0 120 0.4305 0.8742
4.7890 7.0 140 0.2922 0.3400
4.4606 8.0 160 0.2770 0.2939
2.9499 9.0 180 0.1666 0.9054
2.8042 10.0 200 0.1659 0.2279
2.0015 11.0 220 0.1121 0.1544
2.0761 12.0 240 0.1155 0.1557
0.9960 13.0 260 0.0682 0.0785
0.7975 14.0 280 0.0573 0.0872
0.8083 15.0 300 0.0473 0.0797
0.7392 16.0 320 0.0520 0.0897
0.7226 17.0 340 0.0450 0.0610
0.5558 18.0 360 0.0413 0.0598
0.3268 19.0 380 0.0342 0.0560
0.3140 20.0 400 0.0303 0.0548
0.3304 21.0 420 0.0296 0.0523
0.3635 22.0 440 0.0298 0.0361
0.3152 23.0 460 0.0276 0.0324
0.4463 24.0 480 0.0267 0.0336
0.3206 25.0 500 0.0231 0.0286
0.4211 26.0 520 0.0206 0.0187
0.2552 27.0 540 0.0201 0.0187
0.2434 28.0 560 0.0201 0.0187
0.1776 29.0 580 0.0201 0.0187
0.4475 30.0 600 0.0201 0.0187

Framework versions

  • Transformers 5.8.1
  • Pytorch 2.12.0
  • Datasets 4.8.5
  • Tokenizers 0.22.2
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Dataset used to train mark-muhammad/tarteel-base-finetuned

Evaluation results