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franziskaM/b31-wav2vec2-large-xls-r-romansh-colab

sourceHugging Faceapache-2.0updated 3y agoView on Hugging Face
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b31-wav2vec2-large-xls-r-romansh-colab

This model is a fine-tuned version of facebook/wav2vec2-xls-r-300m on the commonvoice13_0 dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.4908
  • —Wer: 0.3386

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
  • —trainbatchsize: 4
  • —evalbatchsize: 8
  • —seed: 42
  • —gradientaccumulationsteps: 2
  • —totaltrainbatch_size: 8
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —lrschedulerwarmup_steps: 500
  • —num_epochs: 30
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossWer
4.80623.054002.90211.0
1.14176.118000.52580.5452
0.2699.1612000.48390.4565
0.156712.2116000.51150.4194
0.116315.2720000.53610.4199
0.08918.3224000.47870.3852
0.071321.3728000.50610.3701
0.056524.4332000.51110.3535
0.045627.4836000.49080.3386

Framework versions

  • —Transformers 4.26.0
  • —Pytorch 2.0.1+cu118
  • —Datasets 2.14.4
  • —Tokenizers 0.13.3