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moatazlumin/Arabic_ASR_whisper_small_with_diacritics

sourceHugging Faceapache-2.0updated 2y agoView on Hugging Face
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Model Card

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Whisper Small for Arabic ASR with diacritics

This model is a fine-tuned version of openai/whisper-small on the Quran_Reciters dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.188
  • —Wer: 16.9

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
  • —trainbatchsize: 16
  • —evalbatchsize: 8
  • —seed: 42
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —lrschedulerwarmup_steps: 500
  • —training_steps: 4000

Training results

Training LossEpochStepValidation LossWer
0.00591.625000.025918.8277
0.00193.2410000.022317.1430
0.00074.8515000.021117.0055
0.00036.4720000.019816.4726
0.08.0925000.019116.3351
0.09.7130000.018716.3007
0.011.3335000.018816.2491
0.012.9440000.018816.9128

Framework versions

  • —Transformers 4.40.0.dev0
  • —Pytorch 2.1.2
  • —Datasets 2.17.1
  • —Tokenizers 0.15.2