populism_classifier_bsample_244

This model is a fine-tuned version of AnonymousCS/populism_multilingual_roberta_base on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.9113
  • Accuracy: 0.7635
  • 1-f1: 0.1694
  • 1-recall: 0.84
  • 1-precision: 0.0942
  • Balanced Acc: 0.8006

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: 1e-05
  • train_batch_size: 32
  • eval_batch_size: 32
  • seed: 42
  • optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: linear
  • num_epochs: 20
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Accuracy 1-f1 1-recall 1-precision Balanced Acc
0.0772 1.0 9 0.5866 0.8450 0.2012 0.68 0.1181 0.7649
0.0646 2.0 18 0.9917 0.7313 0.1583 0.88 0.0870 0.8035
0.0924 3.0 27 0.9113 0.7635 0.1694 0.84 0.0942 0.8006

Framework versions

  • Transformers 4.46.3
  • Pytorch 2.4.1+cu121
  • Datasets 3.1.0
  • Tokenizers 0.20.3
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