populism_classifier_bsample_314

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

• Loss: 1.3793
• Accuracy: 0.3475
• 1-f1: 0.0829
• 1-recall: 1.0
• 1-precision: 0.0433
• Balanced Acc: 0.6639

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
1.4809	1.0	4	0.5193	0.8852	0.1026	0.2222	0.0667	0.5638
0.3032	2.0	8	1.7352	0.1934	0.0682	1.0	0.0353	0.5845
0.2482	3.0	12	1.3793	0.3475	0.0829	1.0	0.0433	0.6639

Framework versions

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