--- license: mit base_model: microsoft/deberta-v3-large tags: - generated_from_trainer model-index: - name: deberta_large_hv_no_upsampling results: [] --- # deberta_large_hv_no_upsampling This model is a fine-tuned version of [microsoft/deberta-v3-large](https://huggingface.co./microsoft/deberta-v3-large) on the None dataset. It achieves the following results on the evaluation set: - Loss: 0.0566 - F1-macro subtask 1: 0.2178 - F1-micro subtask 1: 0.3264 - Roc auc macro subtask 1: 0.5833 - F1-macro subtask 2: 0.0469 - F1-micro subtask 2: 0.0515 - Roc auc macro subtask 2: 0.6196 - Self-direction: thought1: 0.0 - Self-direction: action1: 0.1049 - Stimulation1: 0.1055 - Hedonism1: 0.2167 - Achievement1: 0.3279 - Power: dominance1: 0.3324 - Power: resources1: 0.1996 - Face1: 0.1995 - Security: personal1: 0.2380 - Security: societal1: 0.4408 - Tradition1: 0.3850 - Conformity: rules1: 0.4826 - Conformity: interpersonal1: 0.0 - Humility1: 0.0 - Benevolence: caring1: 0.1362 - Benevolence: dependability1: 0.0390 - Universalism: concern1: 0.3558 - Universalism: nature1: 0.5436 - Universalism: tolerance1: 0.0310 - Self-direction: thought attained2: 0.0192 - Self-direction: thought constrained2: 0.0086 - Self-direction: action attained2: 0.0609 - Self-direction: action constrained2: 0.0225 - Stimulation attained2: 0.0618 - Stimulation constrained2: 0.0130 - Hedonism attained2: 0.0152 - Hedonism constrained2: 0.0071 - Achievement attained2: 0.1285 - Achievement constrained2: 0.0769 - Power: dominance attained2: 0.0732 - Power: dominance constrained2: 0.0505 - Power: resources attained2: 0.0837 - Power: resources constrained2: 0.0743 - Face attained2: 0.0216 - Face constrained2: 0.0448 - Security: personal attained2: 0.0173 - Security: personal constrained2: 0.0441 - Security: societal attained2: 0.1013 - Security: societal constrained2: 0.1787 - Tradition attained2: 0.0399 - Tradition constrained2: 0.0085 - Conformity: rules attained2: 0.1024 - Conformity: rules constrained2: 0.0964 - Conformity: interpersonal attained2: 0.0146 - Conformity: interpersonal constrained2: 0.0302 - Humility attained2: 0.0050 - Humility constrained2: 0.0019 - Benevolence: caring attained2: 0.0500 - Benevolence: caring constrained2: 0.0101 - Benevolence: dependability attained2: 0.0407 - Benevolence: dependability constrained2: 0.0199 - Universalism: concern attained2: 0.0816 - Universalism: concern constrained2: 0.0610 - Universalism: nature attained2: 0.0473 - Universalism: nature constrained2: 0.0393 - Universalism: tolerance attained2: 0.0118 - Universalism: tolerance constrained2: 0.0195 ## 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 - lr_scheduler_warmup_ratio: 0.2 - num_epochs: 4 ### Training results | Training Loss | Epoch | Step | Validation Loss | F1-macro subtask 1 | F1-micro subtask 1 | Roc auc macro subtask 1 | F1-macro subtask 2 | F1-micro subtask 2 | Roc auc macro subtask 2 | Self-direction: thought1 | Self-direction: action1 | Stimulation1 | Hedonism1 | Achievement1 | Power: dominance1 | Power: resources1 | Face1 | Security: personal1 | Security: societal1 | Tradition1 | Conformity: rules1 | Conformity: interpersonal1 | Humility1 | Benevolence: caring1 | Benevolence: dependability1 | Universalism: concern1 | Universalism: nature1 | Universalism: tolerance1 | Self-direction: thought attained2 | Self-direction: thought constrained2 | Self-direction: action attained2 | Self-direction: action constrained2 | Stimulation attained2 | Stimulation constrained2 | Hedonism attained2 | Hedonism constrained2 | Achievement attained2 | Achievement constrained2 | Power: dominance attained2 | Power: dominance constrained2 | Power: resources attained2 | Power: resources constrained2 | Face attained2 | Face constrained2 | Security: personal attained2 | Security: personal constrained2 | Security: societal attained2 | Security: societal constrained2 | Tradition attained2 | Tradition constrained2 | Conformity: rules attained2 | Conformity: rules constrained2 | Conformity: interpersonal attained2 | Conformity: interpersonal constrained2 | Humility attained2 | Humility constrained2 | Benevolence: caring attained2 | Benevolence: caring constrained2 | Benevolence: dependability attained2 | Benevolence: dependability constrained2 | Universalism: concern attained2 | Universalism: concern constrained2 | Universalism: nature attained2 | Universalism: nature constrained2 | Universalism: tolerance attained2 | Universalism: tolerance constrained2 | 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| 0.0635 | 1.0 | 5595 | 0.0605 | 0.0659 | 0.1339 | 0.5221 | 0.0458 | 0.0501 | 0.5899 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0812 | 0.3342 | 0.1051 | 0.0 | 0.0072 | 0.2917 | 0.0 | 0.0919 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0030 | 0.3383 | 0.0 | 0.0190 | 0.0 | 0.0512 | 0.0 | 0.0525 | 0.0083 | 0.0146 | 0.0068 | 0.1117 | 0.1019 | 0.0704 | 0.0095 | 0.0782 | 0.0900 | 0.0185 | 0.1068 | 0.0173 | 0.0453 | 0.1012 | 0.1626 | 0.0351 | 0.0034 | 0.0967 | 0.1016 | 0.0161 | 0.0300 | 0.0044 | 0.0 | 0.0444 | 0.0173 | 0.0403 | 0.0159 | 0.0742 | 0.0693 | 0.0412 | 0.0551 | 0.0158 | 0.0131 | | 0.0579 | 2.0 | 11190 | 0.0566 | 0.2178 | 0.3264 | 0.5833 | 0.0469 | 0.0515 | 0.6196 | 0.0 | 0.1049 | 0.1055 | 0.2167 | 0.3279 | 0.3324 | 0.1996 | 0.1995 | 0.2380 | 0.4408 | 0.3850 | 0.4826 | 0.0 | 0.0 | 0.1362 | 0.0390 | 0.3558 | 0.5436 | 0.0310 | 0.0192 | 0.0086 | 0.0609 | 0.0225 | 0.0618 | 0.0130 | 0.0152 | 0.0071 | 0.1285 | 0.0769 | 0.0732 | 0.0505 | 0.0837 | 0.0743 | 0.0216 | 0.0448 | 0.0173 | 0.0441 | 0.1013 | 0.1787 | 0.0399 | 0.0085 | 0.1024 | 0.0964 | 0.0146 | 0.0302 | 0.0050 | 0.0019 | 0.0500 | 0.0101 | 0.0407 | 0.0199 | 0.0816 | 0.0610 | 0.0473 | 0.0393 | 0.0118 | 0.0195 | | 0.0494 | 3.0 | 16785 | 0.0593 | 0.2890 | 0.3592 | 0.6203 | 0.0477 | 0.0517 | 0.6389 | 0.0326 | 0.2200 | 0.3066 | 0.3494 | 0.3684 | 0.3375 | 0.2974 | 0.2748 | 0.3153 | 0.4421 | 0.4372 | 0.4851 | 0.0097 | 0.0 | 0.2210 | 0.2649 | 0.3284 | 0.5909 | 0.2099 | 0.0210 | 0.0147 | 0.0642 | 0.0226 | 0.0684 | 0.0111 | 0.0150 | 0.0069 | 0.1390 | 0.0675 | 0.0769 | 0.0533 | 0.0862 | 0.0681 | 0.0234 | 0.0406 | 0.0225 | 0.0387 | 0.1132 | 0.1578 | 0.0461 | 0.0105 | 0.1287 | 0.0736 | 0.0176 | 0.0290 | 0.0067 | 0.0017 | 0.0550 | 0.0100 | 0.0440 | 0.0168 | 0.0898 | 0.0538 | 0.0513 | 0.0369 | 0.0127 | 0.0168 | | 0.028 | 4.0 | 22380 | 0.0640 | 0.2936 | 0.3626 | 0.6191 | 0.0479 | 0.0516 | 0.6370 | 0.0609 | 0.2275 | 0.3042 | 0.3444 | 0.3601 | 0.3445 | 0.3163 | 0.2599 | 0.3326 | 0.4429 | 0.4259 | 0.4933 | 0.075 | 0.0 | 0.2313 | 0.2688 | 0.3698 | 0.5570 | 0.1639 | 0.0202 | 0.0213 | 0.0640 | 0.0253 | 0.0699 | 0.0114 | 0.0151 | 0.0070 | 0.1318 | 0.0736 | 0.0776 | 0.0491 | 0.0847 | 0.0708 | 0.0234 | 0.0426 | 0.0210 | 0.0400 | 0.1080 | 0.1655 | 0.0419 | 0.0115 | 0.1199 | 0.0767 | 0.0161 | 0.0337 | 0.0069 | 0.0016 | 0.0564 | 0.0105 | 0.0407 | 0.0187 | 0.0811 | 0.0635 | 0.0459 | 0.0429 | 0.0131 | 0.0158 | ### Framework versions - Transformers 4.41.2 - Pytorch 2.3.0 - Datasets 2.19.0 - Tokenizers 0.19.1