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wav2vec2-xls-r-asheshi-akan-10-hours

This model is a fine-tuned version of facebook/wav2vec2-xls-r-300m on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.4559
  • Wer: 0.0723
  • Cer: 0.0459

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: 32
  • eval_batch_size: 16
  • seed: 42
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 64
  • 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_ratio: 0.1
  • num_epochs: 50

Training results

Training Loss Epoch Step Validation Loss Wer Cer
7.3442 2.7322 500 1.8242 0.9988 0.6319
0.8252 5.4645 1000 0.4331 0.2104 0.0993
0.3898 8.1967 1500 0.3435 0.1475 0.0839
0.2863 10.9290 2000 0.3124 0.1342 0.0782
0.2271 13.6612 2500 0.3027 0.1294 0.0670
0.1939 16.3934 3000 0.3051 0.1013 0.0580
0.1656 19.1257 3500 0.3653 0.0902 0.0527
0.1453 21.8579 4000 0.3289 0.0902 0.0515
0.1255 24.5902 4500 0.3513 0.0927 0.0566
0.1112 27.3224 5000 0.3732 0.0833 0.0515
0.0989 30.0546 5500 0.3910 0.0778 0.0461
0.0846 32.7869 6000 0.4495 0.0905 0.0598
0.0745 35.5191 6500 0.4240 0.0766 0.0479
0.064 38.2514 7000 0.4331 0.0812 0.0497
0.0584 40.9836 7500 0.4331 0.0756 0.0472
0.051 43.7158 8000 0.4533 0.0757 0.0459
0.0477 46.4481 8500 0.4495 0.0708 0.0450
0.0428 49.1803 9000 0.4559 0.0723 0.0459

Framework versions

  • Transformers 4.48.3
  • Pytorch 2.5.1+cu121
  • Datasets 3.2.0
  • Tokenizers 0.21.0
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