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ResearchFormerly WizWand

Response Prediction on WorldValuesBench (held-out)

0.977Log Lossnonadaptive
0.970121.016561.0631.10944May 1, 2026
Updated 6mo ago

Evaluation results

MethodLinks
nonadaptiveQuery Budget (T)=202026.050.977
nonadaptiveQuery Budget (T)=302026.050.981
nonadaptiveQuery Budget (T)=502026.050.988
nonadaptiveQuery Budget (T)=152026.050.991
greedyQuery Budget (T)=302026.050.997
randomQuery Budget (T)=862026.050.998
random_fixedQuery Budget (T)=862026.050.998
nonadaptiveQuery Budget (T)=862026.050.998
greedyQuery Budget (T)=502026.050.998
greedyQuery Budget (T)=862026.050.998
greedyQuery Budget (T)=202026.050.999
randomQuery Budget (T)=502026.051
greedyQuery Budget (T)=152026.051.001
randomQuery Budget (T)=302026.051.005
CAT-GRMQuery Budget (T)=862026.051.005
greedyQuery Budget (T)=102026.051.006
CAT-MGRMQuery Budget (T)=862026.051.006
randomQuery Budget (T)=202026.051.01
CAT-MGRMQuery Budget (T)=302026.051.011
CAT-MGRMQuery Budget (T)=502026.051.011
random_fixedQuery Budget (T)=502026.051.012
randomQuery Budget (T)=152026.051.015
CAT-MGRMQuery Budget (T)=202026.051.015
greedyQuery Budget (T)=52026.051.019
CAT-GRMQuery Budget (T)=502026.051.019
nonadaptiveQuery Budget (T)=102026.051.02
randomQuery Budget (T)=102026.051.022
CAT-MGRMQuery Budget (T)=152026.051.022
random_fixedQuery Budget (T)=102026.051.028
CAT-GRMQuery Budget (T)=302026.051.031
CAT-MGPCMQuery Budget (T)=862026.051.032
randomQuery Budget (T)=52026.051.033
CAT-GPCMQuery Budget (T)=862026.051.033
CAT-MGRMQuery Budget (T)=102026.051.033
random_fixedQuery Budget (T)=152026.051.036
random_fixedQuery Budget (T)=202026.051.036
random_fixedQuery Budget (T)=302026.051.037
CAT-MGPCMQuery Budget (T)=502026.051.038
nonadaptiveQuery Budget (T)=52026.051.039
random_fixedQuery Budget (T)=52026.051.04
CAT-MGRMQuery Budget (T)=52026.051.044
CAT-GRMQuery Budget (T)=202026.051.046
CAT-GPCMQuery Budget (T)=502026.051.048
CAT-MGPCMQuery Budget (T)=302026.051.051
CAT-GRMQuery Budget (T)=152026.051.058
CAT-MGPCMQuery Budget (T)=202026.051.066
CAT-GRMQuery Budget (T)=102026.051.067
CAT-GPCMQuery Budget (T)=302026.051.067
CAT-MGPCMQuery Budget (T)=152026.051.071
CAT-GRMQuery Budget (T)=52026.051.074
CAT-MGPCMQuery Budget (T)=102026.051.083
CAT-GPCMQuery Budget (T)=202026.051.092
CAT-GPCMQuery Budget (T)=152026.051.104
CAT-MGPCMQuery Budget (T)=52026.051.107
CAT-GPCMQuery Budget (T)=102026.051.122
CAT-GPCMQuery Budget (T)=52026.051.149