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auditi41/wav2vec2-large-xlsr-53-Bengali

sourceHugging Faceapache-2.0updated 3y agoView on Hugging Face
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Model Card

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wav2vec2-large-xlsr-53-Bengali

This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on the commonvoice11_0 dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.4707
  • —Wer: 0.5156

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: 24
  • —evalbatchsize: 8
  • —seed: 42
  • —gradientaccumulationsteps: 2
  • —totaltrainbatch_size: 48
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —lrschedulerwarmup_steps: 500
  • —num_epochs: 20

Training results

Training LossEpochStepValidation LossWer
5.54842.855001.64151.0493
0.84465.7110000.53940.6886
0.46048.5715000.47410.6090
0.346611.4320000.46850.5788
0.270714.2825000.47410.5449
0.231717.1430000.46610.5157
0.202420.035000.47070.5156

Framework versions

  • —Transformers 4.24.0
  • —Pytorch 1.13.1+cu116
  • —Datasets 2.11.0
  • —Tokenizers 0.13.2