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Benchmarks
Multi-objective preference selection on OpenAI models Setup A4: K=5, M*=5
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0.052
Cost ($)
Cost-constrained LMA
0.0492
0.0681
0.087
0.1059
May 30, 2026
Cost ($)
CR
CP
Updated 1mo ago
Evaluation Results
Method
Method
Links
Cost ($)
CR
CP
Cost-constrained LMA
2026.05
0.052
3
80
CUPID without language
Ablation=without language
2026.05
0.058
3.4
100
CUPID
2026.05
0.063
2.4
100
LMA
2026.05
0.073
3.5
80
ϵ-greedy
2026.05
0.075
2
80
CUPID without cost penalty
Ablation=without cost...
2026.05
0.091
3
100
RUCB
2026.05
0.118
1
33.3
Latent Dueling Bandits
2026.05
0.122
6.75
80
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