xls-r-1b-bigcgen-combined-20hrs-model

This model is a fine-tuned version of facebook/wav2vec2-xls-r-1b on the BIGCGEN - NA dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6477
  • Wer: 0.7021

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: 3e-05
  • train_batch_size: 4
  • eval_batch_size: 4
  • seed: 42
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 8
  • 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
  • num_epochs: 30.0

Training results

Training Loss Epoch Step Validation Loss Wer
No log 0.1054 100 3.7150 1.0
No log 0.2107 200 2.7910 1.0
No log 0.3161 300 1.6095 1.0
No log 0.4215 400 0.9536 0.9673
5.9793 0.5269 500 0.8478 0.9195
5.9793 0.6322 600 0.7154 0.7658
5.9793 0.7376 700 0.7038 0.7147
5.9793 0.8430 800 0.6687 0.6510
5.9793 0.9484 900 0.6481 0.6681
1.3585 1.0537 1000 0.7987 0.8549
1.3585 1.1591 1100 0.6608 0.6476
1.3585 1.2645 1200 0.6284 0.6383
1.3585 1.3699 1300 0.6126 0.6017
1.3585 1.4752 1400 0.6486 0.6449
1.1993 1.5806 1500 0.6060 0.6444
1.1993 1.6860 1600 0.5986 0.5791
1.1993 1.7914 1700 0.6037 0.6004
1.1993 1.8967 1800 0.7841 0.8145
1.1993 2.0021 1900 0.5611 0.5845
1.074 2.1075 2000 0.6489 0.7152
1.074 2.2129 2100 0.5867 0.6060
1.074 2.3182 2200 0.6211 0.6363
1.074 2.4236 2300 0.6476 0.7017

Framework versions

  • Transformers 4.47.1
  • Pytorch 2.5.1+cu124
  • Datasets 3.2.0
  • Tokenizers 0.21.0
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