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Whisper Tiny Hakka Simulated Webcam

This model is a fine-tuned version of openai/whisper-tiny on the HAT ASR Aligned dataset. It achieves the following results on the evaluation set:

  • Loss: 0.1402
  • Cer: 8.5108

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: 64
  • eval_batch_size: 32
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 488
  • training_steps: 4880
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Cer
0.2096 0.9980 488 0.3010 27.0939
0.1035 1.9959 976 0.2198 18.4063
0.0491 2.9939 1464 0.1966 12.8661
0.0261 3.9918 1952 0.1766 14.3364
0.0117 4.9898 2440 0.1576 10.6133
0.0045 5.9877 2928 0.1425 11.8732
0.0014 6.9857 3416 0.1471 9.7591
0.0006 7.9836 3904 0.1413 8.8356
0.0005 8.9816 4392 0.1413 8.6079
0.0003 9.9796 4880 0.1402 8.5108

Framework versions

  • Transformers 4.42.3
  • Pytorch 2.3.0+cu121
  • Datasets 2.20.0
  • Tokenizers 0.19.1
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