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AlaaHussien/Part_of_speech_arabic

sourceHugging Faceupdated 1y agoView on Hugging Face
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Model Card

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AlaaHussien/Partofspeech_arabic

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

  • —Train Loss: 0.0974
  • —Validation Loss: 0.1114
  • —Train Precision: 0.9599
  • —Train Recall: 0.9546
  • —Train F1: 0.9572
  • —Train Accuracy: 0.9701
  • —Epoch: 2

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:

  • —optimizer: {'name': 'AdamWeightDecay', 'learningrate': {'module': 'keras.optimizers.schedules', 'classname': 'PolynomialDecay', 'config': {'initiallearningrate': 2e-05, 'decaysteps': 795, 'endlearningrate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, 'registeredname': None}, 'decay': 0.0, 'beta1': 0.9, 'beta2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weightdecayrate': 0.01}
  • —training_precision: float32

Training results

Train LossValidation LossTrain PrecisionTrain RecallTrain F1Train AccuracyEpoch
0.42160.13480.95140.94490.94820.96340
0.11800.11490.95790.95220.95510.96861
0.09740.11140.95990.95460.95720.97012

Framework versions

  • —Transformers 4.51.1
  • —TensorFlow 2.18.0
  • —Datasets 3.5.0
  • —Tokenizers 0.21.0