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RuiqianLi/wav2vec2-large-xls-r-300m-singlish-colab

sourceHugging Faceapache-2.0updated 4y agoView on Hugging Face
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Model Card

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wav2vec2-large-xls-r-300m-singlish-colab

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

  • —Loss: 0.7199
  • —Wer: 0.3337

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
  • —trainbatchsize: 16
  • —evalbatchsize: 8
  • —seed: 42
  • —gradientaccumulationsteps: 2
  • —totaltrainbatch_size: 32
  • —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
4.29844.764002.90461.0
1.18959.528000.77250.4535
0.133114.2812000.70680.3847
0.070119.0516000.75470.3617
0.050923.820000.71230.3444
0.038528.5724000.71990.3337

Framework versions

  • —Transformers 4.11.3
  • —Pytorch 1.10.0+cu113
  • —Datasets 1.18.3
  • —Tokenizers 0.10.3