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working

This model is a fine-tuned version of facebook/wav2vec2-base on the vivos dataset. It achieves the following results on the evaluation set:

  • Loss: 0.2735
  • Wer: 0.1931

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: 32
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • num_epochs: 10
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Wer
5.8333 1.0274 300 3.7834 1.0
2.3412 2.0548 600 0.8215 0.5481
0.6754 3.0822 900 0.4963 0.3560
0.4809 4.1096 1200 0.3978 0.2980
0.395 5.1370 1500 0.3535 0.2613
0.3453 6.1644 1800 0.3192 0.2318
0.3024 7.1918 2100 0.2948 0.2166
0.2683 8.2192 2400 0.2844 0.2043
0.2468 9.2466 2700 0.2785 0.1947

Framework versions

  • Transformers 4.42.3
  • Pytorch 2.1.2
  • Datasets 2.20.0
  • Tokenizers 0.19.1
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