wav2vec2-xls-r-300m-closest-to-faroese-full-15k-steps_v7

This model is a fine-tuned version of facebook/wav2vec2-xls-r-300m on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 1.2472
  • Wer: 95.4633
  • Cer: 32.3403

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: 0.0003
  • train_batch_size: 2
  • eval_batch_size: 8
  • seed: 42
  • gradient_accumulation_steps: 16
  • total_train_batch_size: 32
  • optimizer: Use 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
  • training_steps: 15000
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Wer Cer
13.1629 0.3349 1000 0.6152 63.3285 18.8424
10.2766 0.6698 2000 0.4313 49.4623 13.6814
7.9374 1.0044 3000 0.3649 43.9210 11.8791
7.6787 1.3392 4000 0.3353 40.3217 10.5091
7.4414 1.6741 5000 0.3097 38.5529 10.0199
5.6641 2.0087 6000 0.2806 37.1760 9.5132
19.8102 2.3436 7000 1.0119 81.0784 25.2870
21.6448 2.6785 8000 1.1365 77.7051 26.4944
20.3363 3.0131 9000 1.0859 88.1525 32.7446
20.0312 3.3479 10000 1.0513 88.4973 30.9106
21.5903 3.6828 11000 1.0996 90.2825 32.8604
21.0909 4.0174 12000 1.0407 84.0173 26.3710
23.4511 4.3523 13000 1.2414 80.7754 24.7467
23.5201 4.6872 14000 1.2473 95.4625 32.3366
24.6061 5.0218 15000 1.2472 95.4633 32.3403

Framework versions

  • Transformers 4.47.1
  • Pytorch 2.5.1+cu121
  • Datasets 3.2.0
  • Tokenizers 0.21.0
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