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Ordinal Prediction on WorldValuesBench (held-out users)

0.54Ordinal MSE

nonadaptive

Updated 1mo ago

Evaluation Results

Method	Links
nonadaptive 2026.05		0.54
nonadaptive 2026.05		0.545
nonadaptive 2026.05		0.552
nonadaptive 2026.05		0.555
random 2026.05		0.562
random_fixed 2026.05		0.562
nonadaptive 2026.05		0.562
greedy 2026.05		0.562
greedy 2026.05		0.562
greedy 2026.05		0.563
random 2026.05		0.567
greedy 2026.05		0.567
greedy 2026.05		0.571
random 2026.05		0.575
greedy 2026.05		0.577
random 2026.05		0.582
random_fixed 2026.05		0.583
random 2026.05		0.59
greedy 2026.05		0.594
CAT-GRM 2026.05		0.594
CAT-MGRM 2026.05		0.597
nonadaptive 2026.05		0.598
CAT-GPCM 2026.05		0.598
random 2026.05		0.6
CAT-MGPCM 2026.05		0.601
CAT-MGRM 2026.05		0.605
CAT-MGPCM 2026.05		0.606
CAT-MGRM 2026.05		0.608
CAT-GRM 2026.05		0.61
CAT-GPCM 2026.05		0.61
CAT-MGRM 2026.05		0.612
random_fixed 2026.05		0.613
random 2026.05		0.616
CAT-MGPCM 2026.05		0.616
CAT-MGRM 2026.05		0.62
random_fixed 2026.05		0.623
random_fixed 2026.05		0.623
random_fixed 2026.05		0.623
nonadaptive 2026.05		0.625
CAT-GRM 2026.05		0.626
random_fixed 2026.05		0.627
CAT-GPCM 2026.05		0.628
CAT-MGPCM 2026.05		0.632
CAT-MGRM 2026.05		0.634
CAT-MGPCM 2026.05		0.637
CAT-GRM 2026.05		0.644
CAT-MGRM 2026.05		0.646
CAT-MGPCM 2026.05		0.65
CAT-GPCM 2026.05		0.651
CAT-GRM 2026.05		0.659
CAT-GPCM 2026.05		0.663
CAT-GRM 2026.05		0.672
CAT-MGPCM 2026.05		0.676
CAT-GRM 2026.05		0.681
CAT-GPCM 2026.05		0.684
CAT-GPCM 2026.05		0.714