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ResearchFormerly WizWand

Ordinal Prediction on WorldValuesBench (held-out users)

0.54Ordinal MSEnonadaptive
0.533040.580020.6270.67398May 1, 2026
Updated 6mo ago

Evaluation results

MethodLinks
nonadaptiveQuery Budget (T)=202026.050.54
nonadaptiveQuery Budget (T)=302026.050.545
nonadaptiveQuery Budget (T)=502026.050.552
nonadaptiveQuery Budget (T)=152026.050.555
randomQuery Budget (T)=862026.050.562
random_fixedQuery Budget (T)=862026.050.562
nonadaptiveQuery Budget (T)=862026.050.562
greedyQuery Budget (T)=502026.050.562
greedyQuery Budget (T)=862026.050.562
greedyQuery Budget (T)=302026.050.563
randomQuery Budget (T)=502026.050.567
greedyQuery Budget (T)=202026.050.567
greedyQuery Budget (T)=152026.050.571
randomQuery Budget (T)=302026.050.575
greedyQuery Budget (T)=102026.050.577
randomQuery Budget (T)=202026.050.582
random_fixedQuery Budget (T)=502026.050.583
randomQuery Budget (T)=152026.050.59
greedyQuery Budget (T)=52026.050.594
CAT-GRMQuery Budget (T)=862026.050.594
CAT-MGRMQuery Budget (T)=862026.050.597
nonadaptiveQuery Budget (T)=102026.050.598
CAT-GPCMQuery Budget (T)=862026.050.598
randomQuery Budget (T)=102026.050.6
CAT-MGPCMQuery Budget (T)=862026.050.601
CAT-MGRMQuery Budget (T)=502026.050.605
CAT-MGPCMQuery Budget (T)=502026.050.606
CAT-MGRMQuery Budget (T)=302026.050.608
CAT-GRMQuery Budget (T)=502026.050.61
CAT-GPCMQuery Budget (T)=502026.050.61
CAT-MGRMQuery Budget (T)=202026.050.612
random_fixedQuery Budget (T)=102026.050.613
randomQuery Budget (T)=52026.050.616
CAT-MGPCMQuery Budget (T)=302026.050.616
CAT-MGRMQuery Budget (T)=152026.050.62
random_fixedQuery Budget (T)=152026.050.623
random_fixedQuery Budget (T)=202026.050.623
random_fixedQuery Budget (T)=302026.050.623
nonadaptiveQuery Budget (T)=52026.050.625
CAT-GRMQuery Budget (T)=302026.050.626
random_fixedQuery Budget (T)=52026.050.627
CAT-GPCMQuery Budget (T)=302026.050.628
CAT-MGPCMQuery Budget (T)=202026.050.632
CAT-MGRMQuery Budget (T)=102026.050.634
CAT-MGPCMQuery Budget (T)=152026.050.637
CAT-GRMQuery Budget (T)=202026.050.644
CAT-MGRMQuery Budget (T)=52026.050.646
CAT-MGPCMQuery Budget (T)=102026.050.65
CAT-GPCMQuery Budget (T)=202026.050.651
CAT-GRMQuery Budget (T)=152026.050.659
CAT-GPCMQuery Budget (T)=152026.050.663
CAT-GRMQuery Budget (T)=102026.050.672
CAT-MGPCMQuery Budget (T)=52026.050.676
CAT-GRMQuery Budget (T)=52026.050.681
CAT-GPCMQuery Budget (T)=102026.050.684
CAT-GPCMQuery Budget (T)=52026.050.714