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TiMauzi/wav2vec2-large-xls-r-300m-dsb-with-hsb-pretraining

sourceHugging Faceotherupdated 2y agoView on Hugging Face
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wav2vec2-large-xls-r-300m-dsb-with-hsb-pretraining

This model continued training from a model based on facebook/wav2vec2-xls-r-300m fine-tuned on Upper Sorbian commonvoice11_0 dataset. Hence, it is a fine-tuned version of TiMauzi/wav2vec2-large-xls-r-300m-hsb on the dataset "maminorěcna dolnoserbšćina" (native Lower Sorbian corpus). The rights on this dataset are reserved by the Institute for the Study of the Language, History and Culture of the Lusatian Sorbs/Wends and Comparative Minority Research. In case of any copyright issues, feel free to contact me so I can take this model offline.

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • —learning_rate: 0.0003
  • —trainbatchsize: 12
  • —evalbatchsize: 8
  • —seed: 42
  • —gradientaccumulationsteps: 3
  • —totaltrainbatch_size: 36
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —lrschedulerwarmup_steps: 50
  • —num_epochs: 1

Training results

StepTraining LossValidation LossWer
2001.6035001.1604960.542402
4000.8260001.2218020.542985
6000.5227001.3488390.467980
8000.4012001.1784840.443043
10000.2807001.4286260.438385
12000.2167001.3006420.433631

Framework versions

  • —Transformers 4.32.1
  • —Pytorch 2.0.1+cu118
  • —Datasets 2.14.4
  • —Tokenizers 0.13.3