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ResearchFormerly WizWand

User Response Prediction on WorldValuesBench (held-out users)

0.1347Brier Scorenonadaptive
0.1340520.1384260.14280.147174May 1, 2026
Updated 6mo ago

Evaluation results

MethodLinks
nonadaptiveQuery budget (T)=202026.050.1347
nonadaptiveQuery budget (T)=302026.050.1352
nonadaptiveQuery budget (T)=502026.050.1363
nonadaptiveQuery budget (T)=152026.050.1364
greedyQuery budget (T)=302026.050.1375
greedyQuery budget (T)=202026.050.1376
greedyQuery budget (T)=152026.050.1377
greedyQuery budget (T)=502026.050.1377
randomQuery budget (T)=502026.050.1378
randomQuery budget (T)=862026.050.1378
random_fixedQuery budget (T)=862026.050.1378
nonadaptiveQuery budget (T)=862026.050.1378
greedyQuery budget (T)=862026.050.1378
greedyQuery budget (T)=102026.050.1382
randomQuery budget (T)=302026.050.1384
randomQuery budget (T)=202026.050.1388
CAT-GRMQuery budget (T)=862026.050.1391
randomQuery budget (T)=152026.050.1393
random_fixedQuery budget (T)=502026.050.1393
CAT-MGRMQuery budget (T)=862026.050.1394
nonadaptiveQuery budget (T)=102026.050.1397
greedyQuery budget (T)=52026.050.1398
CAT-MGRMQuery budget (T)=302026.050.14
CAT-MGRMQuery budget (T)=502026.050.14
randomQuery budget (T)=102026.050.1402
CAT-MGRMQuery budget (T)=202026.050.1404
CAT-GRMQuery budget (T)=502026.050.1407
random_fixedQuery budget (T)=102026.050.141
CAT-GPCMQuery budget (T)=862026.050.141
CAT-MGRMQuery budget (T)=152026.050.1411
CAT-MGPCMQuery budget (T)=862026.050.1412
randomQuery budget (T)=52026.050.1414
CAT-MGPCMQuery budget (T)=502026.050.1416
random_fixedQuery budget (T)=152026.050.1419
CAT-GRMQuery budget (T)=302026.050.1419
random_fixedQuery budget (T)=202026.050.1421
nonadaptiveQuery budget (T)=52026.050.1421
CAT-GPCMQuery budget (T)=502026.050.1422
CAT-MGRMQuery budget (T)=102026.050.1423
random_fixedQuery budget (T)=52026.050.1424
random_fixedQuery budget (T)=302026.050.1424
CAT-MGPCMQuery budget (T)=302026.050.1428
CAT-GRMQuery budget (T)=202026.050.1435
CAT-MGRMQuery budget (T)=52026.050.1436
CAT-GPCMQuery budget (T)=302026.050.1437
CAT-MGPCMQuery budget (T)=202026.050.144
CAT-MGPCMQuery budget (T)=152026.050.1444
CAT-GRMQuery budget (T)=152026.050.1449
CAT-MGPCMQuery budget (T)=102026.050.1455
CAT-GPCMQuery budget (T)=202026.050.1457
CAT-GRMQuery budget (T)=102026.050.146
CAT-GRMQuery budget (T)=52026.050.1467
CAT-GPCMQuery budget (T)=152026.050.1468
CAT-MGPCMQuery budget (T)=52026.050.1476
CAT-GPCMQuery budget (T)=102026.050.1484
CAT-GPCMQuery budget (T)=52026.050.1509