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gokceuludogan/bert-base-turkish-cased_hate_span_detection_final

sourceHugging Facemitupdated 2y agoView on Hugging Face
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bert-base-turkish-casedhatespandetectionfinal

This model is a fine-tuned version of dbmdz/bert-base-turkish-cased on the None dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.4984
  • —Precision: 0.3858
  • —Recall: 0.4441
  • —F1: 0.4129
  • —Accuracy: 0.9018

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: 64
  • —evalbatchsize: 64
  • —seed: 42
  • —optimizer: Use adamwtorch with betas=(0.9,0.999) and epsilon=1e-08 and optimizerargs=No additional optimizer arguments
  • —lrschedulertype: linear
  • —lrschedulerwarmup_ratio: 0.1
  • —num_epochs: 10

Training results

Training LossEpochStepValidation LossPrecisionRecallF1Accuracy
No log1.0620.28530.31030.36480.33540.8888
0.37542.01240.25570.36720.47830.41550.8958
0.37543.01860.27040.39200.49830.43880.8972
0.17724.02480.29250.44310.50280.47110.9023
0.0965.03100.34420.41790.51840.46280.8984
0.0966.03720.36540.43950.52950.48030.9018
0.06077.04340.37430.46980.51840.49290.9063
0.06078.04960.41960.46140.52500.49120.9059
0.04299.05580.43250.44720.54170.48990.9025
0.029810.06200.44740.46090.53730.49610.9040

Framework versions

  • —Transformers 4.48.1
  • —Pytorch 2.6.0+cu124
  • —Datasets 3.2.0
  • —Tokenizers 0.21.0