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gokuls/mobilebert_sa_GLUE_Experiment_data_aug_cola_128

sourceHugging Faceapache-2.0updated 4y agoView on Hugging Face
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mobilebertsaGLUEExperimentdataaugcola_128

This model is a fine-tuned version of google/mobilebert-uncased on the GLUE COLA dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.6624
  • —Matthews Correlation: 0.0618

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: 5e-05
  • —trainbatchsize: 128
  • —evalbatchsize: 128
  • —seed: 10
  • —distributed_type: multi-GPU
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —num_epochs: 50

Training results

Training LossEpochStepValidation LossMatthews Correlation
0.54561.016690.66240.0618
0.45722.033380.77740.0514
0.4193.050070.84690.0931
0.36494.066760.87480.1011
0.31175.083451.07320.0824
0.26986.0100141.21730.0618

Framework versions

  • —Transformers 4.26.0
  • —Pytorch 1.14.0a0+410ce96
  • —Datasets 2.9.0
  • —Tokenizers 0.13.2