--- library_name: transformers license: apache-2.0 base_model: bert-base-uncased tags: - generated_from_trainer model-index: - name: valueeval24-bert-baseline-en results: [] --- # valueeval24-bert-baseline-en This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on the [ValueEval'24](https://zenodo.org/doi/10.5281/zenodo.10396293) dataset. It achieves the following results on the evaluation set: - Loss: 0.0631 - F1-score: {'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.1, 'Self-direction: action constrained': 0, 'Stimulation attained': 0.27, 'Stimulation constrained': 0, 'Hedonism attained': 0.27, 'Hedonism constrained': 0, 'Achievement attained': 0.32, 'Achievement constrained': 0.17, 'Power: dominance attained': 0.3, 'Power: dominance constrained': 0.03, 'Power: resources attained': 0.23, 'Power: resources constrained': 0.22, 'Face attained': 0, 'Face constrained': 0.06, 'Security: personal attained': 0.04, 'Security: personal constrained': 0.25, 'Security: societal attained': 0.3, 'Security: societal constrained': 0.4, 'Tradition attained': 0.41, 'Tradition constrained': 0, 'Conformity: rules attained': 0.37, 'Conformity: rules constrained': 0.29, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.14, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0.16, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.32, 'Universalism: concern constrained': 0.12, 'Universalism: nature attained': 0.47, 'Universalism: nature constrained': 0.35, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0} - Marco-avg-f1-score: 0.15 ## 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: 2e-05 - train_batch_size: 8 - eval_batch_size: 8 - 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: 5 ### Training results | Training Loss | Epoch | Step | Validation Loss | F1-score | Marco-avg-f1-score | |:-------------:|:-----:|:-----:|:---------------:|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:------------------:| | 0.0667 | 1.0 | 5595 | 0.0621 | {'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0, 'Self-direction: action constrained': 0, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.01, 'Achievement constrained': 0, 'Power: dominance attained': 0.01, 'Power: dominance constrained': 0, 'Power: resources attained': 0, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.13, 'Security: societal constrained': 0.18, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0.02, 'Conformity: rules constrained': 0, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0, 'Universalism: concern constrained': 0, 'Universalism: nature attained': 0, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0} | 0.01 | | 0.0564 | 2.0 | 11190 | 0.0586 | {'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0, 'Self-direction: action constrained': 0, 'Stimulation attained': 0.09, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.23, 'Achievement constrained': 0.05, 'Power: dominance attained': 0.16, 'Power: dominance constrained': 0, 'Power: resources attained': 0.12, 'Power: resources constrained': 0.02, 'Face attained': 0, 'Face constrained': 0, 'Security: personal attained': 0, 'Security: personal constrained': 0.02, 'Security: societal attained': 0.3, 'Security: societal constrained': 0.4, 'Tradition attained': 0.03, 'Tradition constrained': 0, 'Conformity: rules attained': 0.29, 'Conformity: rules constrained': 0.15, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0.01, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.29, 'Universalism: concern constrained': 0.01, 'Universalism: nature attained': 0.46, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0} | 0.07 | | 0.0482 | 3.0 | 16785 | 0.0607 | {'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.06, 'Self-direction: action constrained': 0, 'Stimulation attained': 0.23, 'Stimulation constrained': 0, 'Hedonism attained': 0.27, 'Hedonism constrained': 0, 'Achievement attained': 0.34, 'Achievement constrained': 0.21, 'Power: dominance attained': 0.3, 'Power: dominance constrained': 0.01, 'Power: resources attained': 0.2, 'Power: resources constrained': 0.25, 'Face attained': 0, 'Face constrained': 0.02, 'Security: personal attained': 0, 'Security: personal constrained': 0.26, 'Security: societal attained': 0.25, 'Security: societal constrained': 0.4, 'Tradition attained': 0.43, 'Tradition constrained': 0, 'Conformity: rules attained': 0.34, 'Conformity: rules constrained': 0.26, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.08, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0.14, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.29, 'Universalism: concern constrained': 0.11, 'Universalism: nature attained': 0.48, 'Universalism: nature constrained': 0.37, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0} | 0.14 | | 0.0393 | 4.0 | 22380 | 0.0631 | {'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.1, 'Self-direction: action constrained': 0, 'Stimulation attained': 0.27, 'Stimulation constrained': 0, 'Hedonism attained': 0.27, 'Hedonism constrained': 0, 'Achievement attained': 0.32, 'Achievement constrained': 0.17, 'Power: dominance attained': 0.3, 'Power: dominance constrained': 0.03, 'Power: resources attained': 0.23, 'Power: resources constrained': 0.22, 'Face attained': 0, 'Face constrained': 0.06, 'Security: personal attained': 0.04, 'Security: personal constrained': 0.25, 'Security: societal attained': 0.3, 'Security: societal constrained': 0.4, 'Tradition attained': 0.41, 'Tradition constrained': 0, 'Conformity: rules attained': 0.37, 'Conformity: rules constrained': 0.29, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.14, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0.16, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.32, 'Universalism: concern constrained': 0.12, 'Universalism: nature attained': 0.47, 'Universalism: nature constrained': 0.35, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0} | 0.15 | | 0.0337 | 5.0 | 27975 | 0.0652 | {'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.14, 'Self-direction: action constrained': 0, 'Stimulation attained': 0.25, 'Stimulation constrained': 0, 'Hedonism attained': 0.27, 'Hedonism constrained': 0, 'Achievement attained': 0.33, 'Achievement constrained': 0.2, 'Power: dominance attained': 0.3, 'Power: dominance constrained': 0.03, 'Power: resources attained': 0.24, 'Power: resources constrained': 0.23, 'Face attained': 0.01, 'Face constrained': 0.11, 'Security: personal attained': 0.05, 'Security: personal constrained': 0.23, 'Security: societal attained': 0.3, 'Security: societal constrained': 0.41, 'Tradition attained': 0.38, 'Tradition constrained': 0, 'Conformity: rules attained': 0.36, 'Conformity: rules constrained': 0.29, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.18, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0.17, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.33, 'Universalism: concern constrained': 0.12, 'Universalism: nature attained': 0.46, 'Universalism: nature constrained': 0.35, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0} | 0.15 | ### Framework versions - Transformers 4.53.0 - Pytorch 2.5.1+cu121 - Datasets 3.6.0 - Tokenizers 0.21.2