w2v2-lmk_updated_auto

This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on the audiofolder dataset. It achieves the following results on the evaluation set:

  • Loss: 1.3904
  • Wer: 0.5923
  • Cer: 0.2399

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: 8
  • eval_batch_size: 8
  • seed: 42
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 16
  • optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED 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: 300
  • num_epochs: 100
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Wer Cer
8.4649 4.7619 100 4.0812 1.0 1.0
3.2496 9.5238 200 2.9563 1.0 1.0
2.9748 14.2857 300 2.9203 1.0 1.0
2.8994 19.0476 400 2.8260 1.0 1.0
2.5637 23.8095 500 2.1752 1.0 0.8309
1.8029 28.5714 600 1.4903 0.9861 0.5156
1.4084 33.3333 700 1.2974 0.9164 0.3869
1.1087 38.0952 800 1.2984 0.7387 0.2856
0.9667 42.8571 900 1.2944 0.6794 0.2727
0.8039 47.6190 1000 1.3522 0.6481 0.2681
0.7177 52.3810 1100 1.2763 0.5993 0.2353
0.6455 57.1429 1200 1.2724 0.6446 0.2475
0.5526 61.9048 1300 1.3468 0.6411 0.2483
0.5185 66.6667 1400 1.3384 0.6167 0.2414
0.498 71.4286 1500 1.3211 0.6098 0.2475
0.4556 76.1905 1600 1.3733 0.6272 0.2430
0.4398 80.9524 1700 1.4148 0.6376 0.2559
0.416 85.7143 1800 1.3720 0.6132 0.2437
0.4177 90.4762 1900 1.3502 0.5923 0.2407
0.4069 95.2381 2000 1.3766 0.6028 0.2460
0.4045 100.0 2100 1.3904 0.5923 0.2399

Framework versions

  • Transformers 4.57.1
  • Pytorch 2.8.0+cu128
  • Datasets 3.0.0
  • Tokenizers 0.22.1
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Evaluation results