| --- |
| library_name: transformers |
| license: apache-2.0 |
| base_model: bert-base-uncased |
| tags: |
| - generated_from_trainer |
| model-index: |
| - name: valueeval24-bert-baseline-en |
| results: [] |
| --- |
| |
| <!-- This model card has been generated automatically according to the information the Trainer had access to. You |
| should probably proofread and complete it, then remove this comment. --> |
|
|
| # 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 |
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|
| ## Intended uses & limitations |
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| More information needed |
|
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| ## Training and evaluation data |
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| More information needed |
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| ## Training procedure |
|
|
| ### Training hyperparameters |
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| 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 | |
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| ### Framework versions |
|
|
| - Transformers 4.53.0 |
| - Pytorch 2.5.1+cu121 |
| - Datasets 3.6.0 |
| - Tokenizers 0.21.2 |
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|
