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HVD_Deberta_Large

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deberta-v2
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aishanur/deberta_large_hv_no_upsampling

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  1. README.md +65 -65
  2. model.safetensors +1 -1
  3. training_args.bin +1 -1
README.md CHANGED
@@ -15,70 +15,70 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [microsoft/deberta-v3-large](https://huggingface.co/microsoft/deberta-v3-large) on the None dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.0566
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- - F1-macro subtask 1: 0.2178
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- - F1-micro subtask 1: 0.3264
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- - Roc auc macro subtask 1: 0.5833
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- - F1-macro subtask 2: 0.0469
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- - F1-micro subtask 2: 0.0515
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- - Roc auc macro subtask 2: 0.6196
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  - Self-direction: thought1: 0.0
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- - Self-direction: action1: 0.1049
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- - Stimulation1: 0.1055
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- - Hedonism1: 0.2167
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- - Achievement1: 0.3279
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- - Power: dominance1: 0.3324
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- - Power: resources1: 0.1996
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- - Face1: 0.1995
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- - Security: personal1: 0.2380
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- - Security: societal1: 0.4408
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- - Tradition1: 0.3850
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- - Conformity: rules1: 0.4826
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  - Conformity: interpersonal1: 0.0
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  - Humility1: 0.0
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- - Benevolence: caring1: 0.1362
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- - Benevolence: dependability1: 0.0390
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- - Universalism: concern1: 0.3558
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- - Universalism: nature1: 0.5436
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- - Universalism: tolerance1: 0.0310
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- - Self-direction: thought attained2: 0.0192
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- - Self-direction: thought constrained2: 0.0086
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- - Self-direction: action attained2: 0.0609
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- - Self-direction: action constrained2: 0.0225
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- - Stimulation attained2: 0.0618
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- - Stimulation constrained2: 0.0130
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- - Hedonism attained2: 0.0152
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- - Hedonism constrained2: 0.0071
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- - Achievement attained2: 0.1285
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- - Achievement constrained2: 0.0769
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- - Power: dominance attained2: 0.0732
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- - Power: dominance constrained2: 0.0505
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- - Power: resources attained2: 0.0837
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- - Power: resources constrained2: 0.0743
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- - Face attained2: 0.0216
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- - Face constrained2: 0.0448
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- - Security: personal attained2: 0.0173
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- - Security: personal constrained2: 0.0441
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- - Security: societal attained2: 0.1013
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- - Security: societal constrained2: 0.1787
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- - Tradition attained2: 0.0399
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- - Tradition constrained2: 0.0085
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- - Conformity: rules attained2: 0.1024
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- - Conformity: rules constrained2: 0.0964
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- - Conformity: interpersonal attained2: 0.0146
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- - Conformity: interpersonal constrained2: 0.0302
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- - Humility attained2: 0.0050
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- - Humility constrained2: 0.0019
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- - Benevolence: caring attained2: 0.0500
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- - Benevolence: caring constrained2: 0.0101
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- - Benevolence: dependability attained2: 0.0407
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- - Benevolence: dependability constrained2: 0.0199
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- - Universalism: concern attained2: 0.0816
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- - Universalism: concern constrained2: 0.0610
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- - Universalism: nature attained2: 0.0473
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- - Universalism: nature constrained2: 0.0393
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- - Universalism: tolerance attained2: 0.0118
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- - Universalism: tolerance constrained2: 0.0195
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  ## Model description
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@@ -110,10 +110,10 @@ The following hyperparameters were used during training:
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  | 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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  |:-------------:|:-----:|:-----:|:---------------:|:------------------:|:------------------:|:-----------------------:|:------------------:|:------------------:|:-----------------------:|:------------------------:|:-----------------------:|:------------:|:---------:|:------------:|:-----------------:|:-----------------:|:------:|:-------------------:|:-------------------:|:----------:|:------------------:|:--------------------------:|:---------:|:--------------------:|:---------------------------:|:----------------------:|:---------------------:|:------------------------:|:---------------------------------:|:------------------------------------:|:--------------------------------:|:-----------------------------------:|:---------------------:|:------------------------:|:------------------:|:---------------------:|:---------------------:|:------------------------:|:--------------------------:|:-----------------------------:|:--------------------------:|:-----------------------------:|:--------------:|:-----------------:|:----------------------------:|:-------------------------------:|:----------------------------:|:-------------------------------:|:-------------------:|:----------------------:|:---------------------------:|:------------------------------:|:-----------------------------------:|:--------------------------------------:|:------------------:|:---------------------:|:-----------------------------:|:--------------------------------:|:------------------------------------:|:---------------------------------------:|:-------------------------------:|:----------------------------------:|:------------------------------:|:---------------------------------:|:---------------------------------:|:------------------------------------:|
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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 |
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- | 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 |
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- | 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 |
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- | 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 |
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  ### Framework versions
 
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  This model is a fine-tuned version of [microsoft/deberta-v3-large](https://huggingface.co/microsoft/deberta-v3-large) on the None dataset.
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  It achieves the following results on the evaluation set:
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+ - Loss: 0.0563
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+ - F1-macro subtask 1: 0.2338
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+ - F1-micro subtask 1: 0.3429
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+ - Roc auc macro subtask 1: 0.5913
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+ - F1-macro subtask 2: 0.0471
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+ - F1-micro subtask 2: 0.0516
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+ - Roc auc macro subtask 2: 0.6153
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  - Self-direction: thought1: 0.0
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+ - Self-direction: action1: 0.1688
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+ - Stimulation1: 0.1392
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+ - Hedonism1: 0.0377
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+ - Achievement1: 0.3829
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+ - Power: dominance1: 0.3254
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+ - Power: resources1: 0.2112
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+ - Face1: 0.2377
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+ - Security: personal1: 0.2786
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+ - Security: societal1: 0.4429
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+ - Tradition1: 0.4493
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+ - Conformity: rules1: 0.4815
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  - Conformity: interpersonal1: 0.0
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  - Humility1: 0.0
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+ - Benevolence: caring1: 0.1292
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+ - Benevolence: dependability1: 0.1145
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+ - Universalism: concern1: 0.3467
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+ - Universalism: nature1: 0.5707
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+ - Universalism: tolerance1: 0.1259
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+ - Self-direction: thought attained2: 0.0194
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+ - Self-direction: thought constrained2: 0.0093
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+ - Self-direction: action attained2: 0.0598
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+ - Self-direction: action constrained2: 0.0261
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+ - Stimulation attained2: 0.0632
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+ - Stimulation constrained2: 0.0129
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+ - Hedonism attained2: 0.0157
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+ - Hedonism constrained2: 0.0053
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+ - Achievement attained2: 0.1331
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+ - Achievement constrained2: 0.0743
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+ - Power: dominance attained2: 0.0744
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+ - Power: dominance constrained2: 0.0529
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+ - Power: resources attained2: 0.0934
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+ - Power: resources constrained2: 0.0581
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+ - Face attained2: 0.0192
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+ - Face constrained2: 0.0457
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+ - Security: personal attained2: 0.0214
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+ - Security: personal constrained2: 0.0376
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+ - Security: societal attained2: 0.1016
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+ - Security: societal constrained2: 0.1709
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+ - Tradition attained2: 0.0395
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+ - Tradition constrained2: 0.0111
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+ - Conformity: rules attained2: 0.0982
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+ - Conformity: rules constrained2: 0.1113
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+ - Conformity: interpersonal attained2: 0.0144
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+ - Conformity: interpersonal constrained2: 0.0328
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+ - Humility attained2: 0.0048
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+ - Humility constrained2: 0.0014
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+ - Benevolence: caring attained2: 0.0515
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+ - Benevolence: caring constrained2: 0.0091
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+ - Benevolence: dependability attained2: 0.0412
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+ - Benevolence: dependability constrained2: 0.0181
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+ - Universalism: concern attained2: 0.0800
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+ - Universalism: concern constrained2: 0.0655
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+ - Universalism: nature attained2: 0.0423
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+ - Universalism: nature constrained2: 0.0462
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+ - Universalism: tolerance attained2: 0.0125
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+ - Universalism: tolerance constrained2: 0.0166
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  ## Model description
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  | 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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  |:-------------:|:-----:|:-----:|:---------------:|:------------------:|:------------------:|:-----------------------:|:------------------:|:------------------:|:-----------------------:|:------------------------:|:-----------------------:|:------------:|:---------:|:------------:|:-----------------:|:-----------------:|:------:|:-------------------:|:-------------------:|:----------:|:------------------:|:--------------------------:|:---------:|:--------------------:|:---------------------------:|:----------------------:|:---------------------:|:------------------------:|:---------------------------------:|:------------------------------------:|:--------------------------------:|:-----------------------------------:|:---------------------:|:------------------------:|:------------------:|:---------------------:|:---------------------:|:------------------------:|:--------------------------:|:-----------------------------:|:--------------------------:|:-----------------------------:|:--------------:|:-----------------:|:----------------------------:|:-------------------------------:|:----------------------------:|:-------------------------------:|:-------------------:|:----------------------:|:---------------------------:|:------------------------------:|:-----------------------------------:|:--------------------------------------:|:------------------:|:---------------------:|:-----------------------------:|:--------------------------------:|:------------------------------------:|:---------------------------------------:|:-------------------------------:|:----------------------------------:|:------------------------------:|:---------------------------------:|:---------------------------------:|:------------------------------------:|
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+ | 0.0611 | 1.0 | 5595 | 0.0622 | 0.0594 | 0.1531 | 0.5208 | 0.0431 | 0.0490 | 0.5798 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0759 | 0.3279 | 0.1443 | 0.0 | 0.0 | 0.3920 | 0.0 | 0.0967 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0321 | 0.0600 | 0.0 | 0.0193 | 0.0092 | 0.0510 | 0.0327 | 0.0521 | 0.0235 | 0.0157 | 0.0057 | 0.1158 | 0.0812 | 0.0702 | 0.0 | 0.0795 | 0.0813 | 0.0184 | 0.0639 | 0.0206 | 0.0366 | 0.1063 | 0.1471 | 0.0339 | 0.0054 | 0.0936 | 0.0855 | 0.0141 | 0.0313 | 0.0046 | 0.0 | 0.0444 | 0.0079 | 0.0410 | 0.0157 | 0.0763 | 0.0504 | 0.0532 | 0.0229 | 0.0174 | 0.0094 |
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+ | 0.0561 | 2.0 | 11190 | 0.0563 | 0.2338 | 0.3429 | 0.5913 | 0.0471 | 0.0516 | 0.6153 | 0.0 | 0.1688 | 0.1392 | 0.0377 | 0.3829 | 0.3254 | 0.2112 | 0.2377 | 0.2786 | 0.4429 | 0.4493 | 0.4815 | 0.0 | 0.0 | 0.1292 | 0.1145 | 0.3467 | 0.5707 | 0.1259 | 0.0194 | 0.0093 | 0.0598 | 0.0261 | 0.0632 | 0.0129 | 0.0157 | 0.0053 | 0.1331 | 0.0743 | 0.0744 | 0.0529 | 0.0934 | 0.0581 | 0.0192 | 0.0457 | 0.0214 | 0.0376 | 0.1016 | 0.1709 | 0.0395 | 0.0111 | 0.0982 | 0.1113 | 0.0144 | 0.0328 | 0.0048 | 0.0014 | 0.0515 | 0.0091 | 0.0412 | 0.0181 | 0.0800 | 0.0655 | 0.0423 | 0.0462 | 0.0125 | 0.0166 |
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+ | 0.0472 | 3.0 | 16785 | 0.0593 | 0.2994 | 0.3643 | 0.6255 | 0.0480 | 0.0518 | 0.6384 | 0.0718 | 0.2131 | 0.3010 | 0.3536 | 0.3610 | 0.3566 | 0.3286 | 0.2765 | 0.3026 | 0.4493 | 0.4686 | 0.4622 | 0.0365 | 0.0 | 0.2830 | 0.2562 | 0.3463 | 0.5799 | 0.2411 | 0.0219 | 0.0103 | 0.0627 | 0.0279 | 0.0706 | 0.0123 | 0.0162 | 0.0060 | 0.1470 | 0.0636 | 0.0777 | 0.0517 | 0.0929 | 0.0580 | 0.0206 | 0.0437 | 0.0225 | 0.0392 | 0.1222 | 0.1497 | 0.0453 | 0.0122 | 0.1321 | 0.0743 | 0.0191 | 0.0270 | 0.0059 | 0.0011 | 0.0538 | 0.0116 | 0.0471 | 0.0139 | 0.0932 | 0.0533 | 0.0494 | 0.0392 | 0.0152 | 0.0138 |
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+ | 0.0264 | 4.0 | 22380 | 0.0644 | 0.3041 | 0.3684 | 0.6250 | 0.0480 | 0.0517 | 0.6360 | 0.0857 | 0.2239 | 0.2996 | 0.3247 | 0.3849 | 0.3520 | 0.3012 | 0.2611 | 0.3260 | 0.4496 | 0.4406 | 0.4809 | 0.1264 | 0.0 | 0.2444 | 0.2495 | 0.3978 | 0.5742 | 0.2562 | 0.0201 | 0.0217 | 0.0631 | 0.0277 | 0.0695 | 0.0119 | 0.0157 | 0.0070 | 0.1352 | 0.0716 | 0.0778 | 0.0551 | 0.0888 | 0.0619 | 0.0210 | 0.0502 | 0.0210 | 0.0388 | 0.1130 | 0.1590 | 0.0413 | 0.0149 | 0.1187 | 0.0761 | 0.0161 | 0.0342 | 0.0054 | 0.0012 | 0.0531 | 0.0128 | 0.0413 | 0.0165 | 0.0823 | 0.0644 | 0.0466 | 0.0408 | 0.0153 | 0.0137 |
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  ### Framework versions
model.safetensors CHANGED
@@ -1,3 +1,3 @@
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