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Multi-objective preference selection on OpenAI models Setup A1: K=5, M*=2

0.055Cost ($)ϵ-greedy
0.050760.079380.1080.13662May 30, 2026

Evaluation results

MethodLinks
ϵ-greedy2026.050.0552.580
CUPID2026.050.0562.2100
CUPID without languageAblation=without language2026.050.064.2100
CUPID without cost penaltyAblation=without cost penalty2026.050.0814.2100
Cost-constrained LMA2026.050.0915.7580
Latent Dueling Bandits2026.050.108—0
LMA2026.050.115560
RUCB2026.050.161—0