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franziskaM/b32-wav2vec2-large-xls-r-romansh-colab

sourceHugging Faceapache-2.0updated 3y agoView on Hugging Face
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b32-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: 0.4636
  • —Wer: 0.4585

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
  • —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
8.87753.054003.23351.0
3.01446.118002.93461.0
2.9199.1612002.88330.9988
1.869812.2116000.84350.6490
0.670415.2720000.57290.5249
0.44818.3224000.49810.4823
0.350121.3728000.47630.4662
0.299924.4332000.46100.4567
0.277327.4836000.46360.4585

Framework versions

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