valueeval24-bert-baseline-en-2024-02-15

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: 0.0458
• F1-score: {'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.16, 'Self-direction: action constrained': 0.24, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.42, 'Achievement constrained': 0.31, 'Power: dominance attained': 0.21, 'Power: dominance constrained': 0, 'Power: resources attained': 0.2, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0.33, 'Security: personal attained': 0, 'Security: personal constrained': 0.06, 'Security: societal attained': 0.36, 'Security: societal constrained': 0.23, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0.21, 'Conformity: rules constrained': 0.18, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.15, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.15, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.49, 'Universalism: concern constrained': 0.16, 'Universalism: nature attained': 0.44, 'Universalism: nature constrained': 0.12, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0.09}
• Marco-avg-f1-score: 0.12

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: 20

Training results

Training Loss	Epoch	Step	Validation Loss	F1-score	Marco-avg-f1-score
0.1246	0.64	500	0.0512	{'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, 'Achievement constrained': 0, 'Power: dominance attained': 0, '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, 'Security: societal constrained': 0, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0, '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}	0.0
0.0494	1.28	1000	0.0475	{'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, 'Achievement constrained': 0, 'Power: dominance attained': 0, '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, 'Security: societal constrained': 0, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0, '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}	0.0
0.0471	1.92	1500	0.0472	{'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, 'Achievement constrained': 0, 'Power: dominance attained': 0, '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, 'Security: societal constrained': 0, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0, '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}	0.0
0.0466	2.56	2000	0.0454	{'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, 'Achievement constrained': 0, 'Power: dominance attained': 0, '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, 'Security: societal constrained': 0, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0, '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}	0.0
0.0427	3.2	2500	0.0436	{'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, 'Achievement constrained': 0, 'Power: dominance attained': 0, '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, 'Security: societal constrained': 0, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0, '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}	0.0
0.0394	3.84	3000	0.0425	{'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, 'Achievement constrained': 0, 'Power: dominance attained': 0, '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, 'Security: societal constrained': 0.07, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0, '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}	0.0
0.0343	4.48	3500	0.0425	{'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': 0.26, 'Achievement constrained': 0, 'Power: dominance attained': 0, '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, 'Security: societal constrained': 0.21, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0, 'Conformity: rules constrained': 0.06, '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': 0.29, 'Universalism: concern constrained': 0, 'Universalism: nature attained': 0, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.02
0.0334	5.12	4000	0.0416	{'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': 0.27, 'Achievement constrained': 0, 'Power: dominance attained': 0, '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, 'Security: societal constrained': 0.22, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0, 'Conformity: rules constrained': 0.11, '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': 0.39, 'Universalism: concern constrained': 0, 'Universalism: nature attained': 0, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.03
0.0282	5.75	4500	0.0418	{'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': 0.26, 'Achievement constrained': 0.07, 'Power: dominance attained': 0, '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': 0.07, 'Security: societal constrained': 0.14, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0, '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': 0.29, 'Universalism: concern constrained': 0, 'Universalism: nature attained': 0, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.02
0.025	6.39	5000	0.0417	{'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': 0.33, 'Achievement constrained': 0.14, 'Power: dominance attained': 0, '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': 0.28, 'Security: societal constrained': 0.18, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0.14, 'Conformity: rules constrained': 0.16, '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': 0.35, 'Universalism: concern constrained': 0, 'Universalism: nature attained': 0, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.04
0.0232	7.03	5500	0.0418	{'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': 0.36, 'Achievement constrained': 0.29, 'Power: dominance attained': 0, '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': 0.23, 'Security: societal constrained': 0.24, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0.17, '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, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.42, 'Universalism: concern constrained': 0, 'Universalism: nature attained': 0, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.05
0.0206	7.67	6000	0.0425	{'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': 0.36, 'Achievement constrained': 0.22, 'Power: dominance attained': 0, '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': 0.21, 'Security: societal constrained': 0.21, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0.16, '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': 0.26, 'Universalism: concern constrained': 0, 'Universalism: nature attained': 0, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.04
0.018	8.31	6500	0.0419	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.18, 'Self-direction: action constrained': 0, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.37, 'Achievement constrained': 0.26, 'Power: dominance attained': 0.18, 'Power: dominance constrained': 0, 'Power: resources attained': 0.09, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.24, 'Security: societal constrained': 0.25, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0.15, 'Conformity: rules constrained': 0.12, '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': 0.37, 'Universalism: concern constrained': 0, 'Universalism: nature attained': 0.33, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.07
0.0158	8.95	7000	0.0424	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.15, 'Self-direction: action constrained': 0, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.35, 'Achievement constrained': 0.3, 'Power: dominance attained': 0.17, 'Power: dominance constrained': 0, 'Power: resources attained': 0.17, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.26, 'Security: societal constrained': 0.23, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0.13, 'Conformity: rules constrained': 0.13, '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': 0.29, 'Universalism: concern constrained': 0.06, 'Universalism: nature attained': 0.35, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.07
0.0142	9.59	7500	0.0429	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.17, 'Self-direction: action constrained': 0, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.39, 'Achievement constrained': 0.28, 'Power: dominance attained': 0.23, 'Power: dominance constrained': 0, 'Power: resources attained': 0.18, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.28, 'Security: societal constrained': 0.27, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0.15, 'Conformity: rules constrained': 0.13, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.07, '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': 0.34, 'Universalism: concern constrained': 0, 'Universalism: nature attained': 0.29, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.07
0.0129	10.23	8000	0.0437	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.21, 'Self-direction: action constrained': 0.23, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.36, 'Achievement constrained': 0.32, 'Power: dominance attained': 0.23, 'Power: dominance constrained': 0, 'Power: resources attained': 0.17, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.29, 'Security: societal constrained': 0.24, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0.17, 'Conformity: rules constrained': 0.17, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.13, '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': 0.47, 'Universalism: concern constrained': 0.07, 'Universalism: nature attained': 0.29, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.09
0.0114	10.87	8500	0.0427	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.21, 'Self-direction: action constrained': 0, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.42, 'Achievement constrained': 0.36, 'Power: dominance attained': 0.21, 'Power: dominance constrained': 0, 'Power: resources attained': 0.18, 'Power: resources constrained': 0.11, 'Face attained': 0, 'Face constrained': 0, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.29, 'Security: societal constrained': 0.22, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0.22, 'Conformity: rules constrained': 0.18, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.06, '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': 0.36, 'Universalism: concern constrained': 0, 'Universalism: nature attained': 0.29, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.08
0.0109	11.51	9000	0.0445	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.18, 'Self-direction: action constrained': 0.17, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.39, 'Achievement constrained': 0.33, 'Power: dominance attained': 0.19, 'Power: dominance constrained': 0, 'Power: resources attained': 0.24, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.25, 'Security: societal constrained': 0.22, 'Tradition attained': 0.16, 'Tradition constrained': 0, 'Conformity: rules attained': 0.19, 'Conformity: rules constrained': 0.12, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.06, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.14, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.44, 'Universalism: concern constrained': 0.08, 'Universalism: nature attained': 0.32, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.09
0.0098	12.15	9500	0.0446	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.2, 'Self-direction: action constrained': 0.13, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.41, 'Achievement constrained': 0.27, 'Power: dominance attained': 0.22, 'Power: dominance constrained': 0, 'Power: resources attained': 0.21, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0.18, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.31, 'Security: societal constrained': 0.2, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0.21, 'Conformity: rules constrained': 0.19, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.12, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.13, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.46, 'Universalism: concern constrained': 0.07, 'Universalism: nature attained': 0.29, 'Universalism: nature constrained': 0.13, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.1
0.0088	12.79	10000	0.0469	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.17, 'Self-direction: action constrained': 0.22, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.39, 'Achievement constrained': 0.29, 'Power: dominance attained': 0.1, 'Power: dominance constrained': 0, 'Power: resources attained': 0.15, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0.18, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.23, 'Security: societal constrained': 0.22, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0.16, 'Conformity: rules constrained': 0.16, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.15, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.14, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.41, 'Universalism: concern constrained': 0.08, 'Universalism: nature attained': 0.37, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.09
0.0079	13.43	10500	0.0474	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.15, 'Self-direction: action constrained': 0.14, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.41, 'Achievement constrained': 0.26, 'Power: dominance attained': 0.11, 'Power: dominance constrained': 0, 'Power: resources attained': 0.17, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0.18, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.24, 'Security: societal constrained': 0.21, 'Tradition attained': 0.16, 'Tradition constrained': 0, 'Conformity: rules attained': 0.17, 'Conformity: rules constrained': 0.16, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.12, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.15, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.44, 'Universalism: concern constrained': 0.07, 'Universalism: nature attained': 0.33, 'Universalism: nature constrained': 0.12, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0.14}	0.1
0.0075	14.07	11000	0.0458	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.16, 'Self-direction: action constrained': 0.24, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.42, 'Achievement constrained': 0.31, 'Power: dominance attained': 0.21, 'Power: dominance constrained': 0, 'Power: resources attained': 0.2, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0.33, 'Security: personal attained': 0, 'Security: personal constrained': 0.06, 'Security: societal attained': 0.36, 'Security: societal constrained': 0.23, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0.21, 'Conformity: rules constrained': 0.18, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.15, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.15, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.49, 'Universalism: concern constrained': 0.16, 'Universalism: nature attained': 0.44, 'Universalism: nature constrained': 0.12, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0.09}	0.12
0.007	14.71	11500	0.0469	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.26, 'Self-direction: action constrained': 0.17, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.42, 'Achievement constrained': 0.25, 'Power: dominance attained': 0.14, 'Power: dominance constrained': 0, 'Power: resources attained': 0.18, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0.18, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.33, 'Security: societal constrained': 0.22, 'Tradition attained': 0.08, 'Tradition constrained': 0, 'Conformity: rules attained': 0.22, 'Conformity: rules constrained': 0.17, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.2, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.14, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.44, 'Universalism: concern constrained': 0.07, 'Universalism: nature attained': 0.29, 'Universalism: nature constrained': 0.13, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.1
0.006	15.35	12000	0.0464	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.17, 'Self-direction: action constrained': 0.2, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.42, 'Achievement constrained': 0.33, 'Power: dominance attained': 0.2, 'Power: dominance constrained': 0, 'Power: resources attained': 0.17, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0.18, 'Security: personal attained': 0, 'Security: personal constrained': 0.19, 'Security: societal attained': 0.34, 'Security: societal constrained': 0.23, 'Tradition attained': 0.08, 'Tradition constrained': 0, 'Conformity: rules attained': 0.21, 'Conformity: rules constrained': 0.15, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.19, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.14, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.42, 'Universalism: concern constrained': 0.07, 'Universalism: nature attained': 0.29, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.1
0.0063	15.98	12500	0.0477	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.2, 'Self-direction: action constrained': 0.19, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0.18, 'Hedonism constrained': 0, 'Achievement attained': 0.42, 'Achievement constrained': 0.33, 'Power: dominance attained': 0.15, 'Power: dominance constrained': 0, 'Power: resources attained': 0.15, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0.18, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.29, 'Security: societal constrained': 0.2, 'Tradition attained': 0.08, 'Tradition constrained': 0, 'Conformity: rules attained': 0.19, 'Conformity: rules constrained': 0.16, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.16, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.14, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.45, 'Universalism: concern constrained': 0.07, 'Universalism: nature attained': 0.33, 'Universalism: nature constrained': 0.12, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.1
0.0058	16.62	13000	0.0472	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.15, 'Self-direction: action constrained': 0.18, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.4, 'Achievement constrained': 0.33, 'Power: dominance attained': 0.19, 'Power: dominance constrained': 0, 'Power: resources attained': 0.17, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0.18, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.3, 'Security: societal constrained': 0.24, 'Tradition attained': 0.08, 'Tradition constrained': 0, 'Conformity: rules attained': 0.2, 'Conformity: rules constrained': 0.15, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.15, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.12, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.46, 'Universalism: concern constrained': 0.07, 'Universalism: nature attained': 0.31, 'Universalism: nature constrained': 0.12, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0.12}	0.1
0.0054	17.26	13500	0.0477	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.21, 'Self-direction: action constrained': 0.2, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.41, 'Achievement constrained': 0.33, 'Power: dominance attained': 0.18, 'Power: dominance constrained': 0, 'Power: resources attained': 0.19, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0.18, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.35, 'Security: societal constrained': 0.22, 'Tradition attained': 0.09, 'Tradition constrained': 0, 'Conformity: rules attained': 0.22, 'Conformity: rules constrained': 0.15, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.16, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.14, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.47, 'Universalism: concern constrained': 0.07, 'Universalism: nature attained': 0.32, 'Universalism: nature constrained': 0.12, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.11
0.0052	17.9	14000	0.0490	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.15, 'Self-direction: action constrained': 0.15, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0.18, 'Hedonism constrained': 0, 'Achievement attained': 0.4, 'Achievement constrained': 0.32, 'Power: dominance attained': 0.2, 'Power: dominance constrained': 0, 'Power: resources attained': 0.17, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0.18, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.28, 'Security: societal constrained': 0.22, 'Tradition attained': 0.16, 'Tradition constrained': 0, 'Conformity: rules attained': 0.19, 'Conformity: rules constrained': 0.12, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.15, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.14, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.46, 'Universalism: concern constrained': 0.07, 'Universalism: nature attained': 0.33, 'Universalism: nature constrained': 0.12, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0.11}	0.11
0.0051	18.54	14500	0.0490	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.15, 'Self-direction: action constrained': 0.19, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0.18, 'Hedonism constrained': 0, 'Achievement attained': 0.39, 'Achievement constrained': 0.3, 'Power: dominance attained': 0.2, 'Power: dominance constrained': 0, 'Power: resources attained': 0.16, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0.18, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.29, 'Security: societal constrained': 0.22, 'Tradition attained': 0.16, 'Tradition constrained': 0, 'Conformity: rules attained': 0.21, 'Conformity: rules constrained': 0.16, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.19, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.14, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.48, 'Universalism: concern constrained': 0.07, 'Universalism: nature attained': 0.32, 'Universalism: nature constrained': 0.12, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0.11}	0.11
0.0048	19.18	15000	0.0490	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.15, 'Self-direction: action constrained': 0.2, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0.18, 'Hedonism constrained': 0, 'Achievement attained': 0.4, 'Achievement constrained': 0.32, 'Power: dominance attained': 0.19, 'Power: dominance constrained': 0, 'Power: resources attained': 0.17, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0.18, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.28, 'Security: societal constrained': 0.2, 'Tradition attained': 0.16, 'Tradition constrained': 0, 'Conformity: rules attained': 0.19, 'Conformity: rules constrained': 0.12, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.18, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.14, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.46, 'Universalism: concern constrained': 0.07, 'Universalism: nature attained': 0.32, 'Universalism: nature constrained': 0.12, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0.12}	0.11
0.0046	19.82	15500	0.0492	{'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.15, 'Self-direction: action constrained': 0.2, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0.18, 'Hedonism constrained': 0, 'Achievement attained': 0.4, 'Achievement constrained': 0.33, 'Power: dominance attained': 0.2, 'Power: dominance constrained': 0, 'Power: resources attained': 0.17, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0.18, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.28, 'Security: societal constrained': 0.22, 'Tradition attained': 0.16, 'Tradition constrained': 0, 'Conformity: rules attained': 0.21, 'Conformity: rules constrained': 0.15, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0.18, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.14, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.48, 'Universalism: concern constrained': 0.07, 'Universalism: nature attained': 0.32, 'Universalism: nature constrained': 0.12, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}	0.11

Framework versions

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