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aomar85/fine_tuned_mix50k_arabert_similarity

sourceHugging Faceupdated 4y agoView on Hugging Face
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finetunedmix50karabertsimilarity

This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on an unknown dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.5000
  • —Accuracy: 0.8958
  • —Precision: 0.9286
  • —Recall: 0.8671
  • —F1: 0.8968

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: 2e-05
  • —trainbatchsize: 16
  • —evalbatchsize: 16
  • —seed: 42
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —num_epochs: 10
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossAccuracyPrecisionRecallF1
0.29481.0113570.27500.88860.91200.87060.8908
0.21842.0227140.25960.89560.92850.86680.8966
0.17263.0340710.30010.89510.91900.87630.8971
0.13624.0454280.47580.89850.91970.88250.9007
0.10365.0567850.50000.89580.92860.86710.8968

Framework versions

  • —Transformers 4.19.2
  • —Pytorch 1.11.0+cu113
  • —Datasets 2.2.2
  • —Tokenizers 0.12.1