populism_classifier_bsample_255

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: 1.2977
  • Accuracy: 0.3844
  • 1-f1: 0.2442
  • 1-recall: 0.9737
  • 1-precision: 0.1396
  • Balanced Acc: 0.6455

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
0.7565 1.0 6 1.0364 0.6828 0.3218 0.7368 0.2059 0.7067
0.1703 2.0 12 1.5645 0.3280 0.2331 1.0 0.1319 0.6257
0.167 3.0 18 1.2977 0.3844 0.2442 0.9737 0.1396 0.6455

Framework versions

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