populism_classifier_bsample_374

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

• Loss: 0.7845
• Accuracy: 0.8507
• 1-f1: 0.2353
• 1-recall: 0.8
• 1-precision: 0.1379
• Balanced Acc: 0.8261

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
0.0322	1.0	9	0.5912	0.9277	0.3368	0.64	0.2286	0.7881
0.0052	2.0	18	1.2067	0.7313	0.1702	0.96	0.0934	0.8423
0.0275	3.0	27	0.7845	0.8507	0.2353	0.8	0.1379	0.8261

Framework versions

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