valueeval24-bert-baseline-en

This model is a fine-tuned version of bert-base-uncased on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.0650
• F1-score: {'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.14, 'Self-direction: action constrained': 0, 'Stimulation attained': 0.27, 'Stimulation constrained': 0, 'Hedonism attained': 0.26, 'Hedonism constrained': 0, 'Achievement attained': 0.35, 'Achievement constrained': 0.25, 'Power: dominance attained': 0.3, 'Power: dominance constrained': 0.04, 'Power: resources attained': 0.27, 'Power: resources constrained': 0.22, 'Face attained': 0, 'Face constrained': 0.07, 'Security: personal attained': 0.06, 'Security: personal constrained': 0.27, 'Security: societal attained': 0.3, 'Security: societal constrained': 0.39, 'Tradition attained': 0.38, 'Tradition constrained': 0, 'Conformity: rules attained': 0.34, 'Conformity: rules constrained': 0.3, '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': 0.19, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.31, 'Universalism: concern constrained': 0.15, 'Universalism: nature attained': 0.46, 'Universalism: nature constrained': 0.29, '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: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 5

Training results

Training Loss	Epoch	Step	Validation Loss	F1-score	Marco-avg-f1-score
0.0662	1.0	5481	0.0624	{'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': 0.04, 'Achievement constrained': 0, 'Power: dominance attained': 0.02, 'Power: dominance constrained': 0, 'Power: resources attained': 0.01, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.08, 'Security: societal constrained': 0.29, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0.02, 'Conformity: rules constrained': 0.05, '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': 0.01, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.01
0.0554	2.0	10962	0.0588	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0, 'Self-direction: action constrained': 0, 'Stimulation attained': 0.13, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.33, 'Achievement constrained': 0.07, 'Power: dominance attained': 0.28, 'Power: dominance constrained': 0, 'Power: resources attained': 0.12, 'Power: resources constrained': 0.05, 'Face attained': 0, 'Face constrained': 0, 'Security: personal attained': 0, 'Security: personal constrained': 0.05, 'Security: societal attained': 0.21, 'Security: societal constrained': 0.35, 'Tradition attained': 0.12, 'Tradition constrained': 0, 'Conformity: rules attained': 0.31, 'Conformity: rules constrained': 0.14, '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': 0.07, 'Universalism: concern constrained': 0, 'Universalism: nature attained': 0.38, 'Universalism: nature constrained': 0.01, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.07
0.0465	3.0	16443	0.0603	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.06, 'Self-direction: action constrained': 0, 'Stimulation attained': 0.19, 'Stimulation constrained': 0, 'Hedonism attained': 0.2, 'Hedonism constrained': 0, 'Achievement attained': 0.37, 'Achievement constrained': 0.22, 'Power: dominance attained': 0.26, 'Power: dominance constrained': 0, 'Power: resources attained': 0.25, 'Power: resources constrained': 0.19, 'Face attained': 0, 'Face constrained': 0.01, 'Security: personal attained': 0.02, 'Security: personal constrained': 0.22, 'Security: societal attained': 0.28, 'Security: societal constrained': 0.42, 'Tradition attained': 0.38, 'Tradition constrained': 0, 'Conformity: rules attained': 0.34, 'Conformity: rules constrained': 0.3, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.07, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0.11, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.26, 'Universalism: concern constrained': 0.13, 'Universalism: nature attained': 0.46, 'Universalism: nature constrained': 0.16, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.13
0.0388	4.0	21924	0.0631	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.11, 'Self-direction: action constrained': 0, 'Stimulation attained': 0.26, 'Stimulation constrained': 0, 'Hedonism attained': 0.26, 'Hedonism constrained': 0, 'Achievement attained': 0.35, 'Achievement constrained': 0.22, 'Power: dominance attained': 0.31, 'Power: dominance constrained': 0.03, 'Power: resources attained': 0.24, 'Power: resources constrained': 0.13, 'Face attained': 0, 'Face constrained': 0.02, 'Security: personal attained': 0.06, 'Security: personal constrained': 0.3, 'Security: societal attained': 0.32, 'Security: societal constrained': 0.4, 'Tradition attained': 0.38, 'Tradition constrained': 0, 'Conformity: rules attained': 0.32, 'Conformity: rules constrained': 0.27, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.2, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0.19, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.28, 'Universalism: concern constrained': 0.1, 'Universalism: nature attained': 0.45, 'Universalism: nature constrained': 0.26, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.14
0.0335	5.0	27405	0.0650	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.14, 'Self-direction: action constrained': 0, 'Stimulation attained': 0.27, 'Stimulation constrained': 0, 'Hedonism attained': 0.26, 'Hedonism constrained': 0, 'Achievement attained': 0.35, 'Achievement constrained': 0.25, 'Power: dominance attained': 0.3, 'Power: dominance constrained': 0.04, 'Power: resources attained': 0.27, 'Power: resources constrained': 0.22, 'Face attained': 0, 'Face constrained': 0.07, 'Security: personal attained': 0.06, 'Security: personal constrained': 0.27, 'Security: societal attained': 0.3, 'Security: societal constrained': 0.39, 'Tradition attained': 0.38, 'Tradition constrained': 0, 'Conformity: rules attained': 0.34, 'Conformity: rules constrained': 0.3, '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': 0.19, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.31, 'Universalism: concern constrained': 0.15, 'Universalism: nature attained': 0.46, 'Universalism: nature constrained': 0.29, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.15

Framework versions

• Transformers 4.38.2
• Pytorch 2.2.1+cu121
• Datasets 2.18.0
• Tokenizers 0.15.2