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Benchmarks
Multi-objective preference selection on OpenAI models Setup A2: K=7, M*=10
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0.035
Cost ($)
CUPID
0.03176
0.05363
0.0755
0.09737
May 30, 2026
Cost ($)
Choice Rate (CR)
Choice Probability (CP)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Cost ($)
Choice Rate (CR)
Choice Probability (CP)
CUPID
2026.05
0.035
1
100
CUPID without cost penalty
Ablation=without cost...
2026.05
0.037
1
100
CUPID without language
Ablation=without language
2026.05
0.04
1.6
100
Cost-constrained LMA
2026.05
0.042
2.6
100
LMA
2026.05
0.046
2.6
100
Latent Dueling Bandits
2026.05
0.049
1
100
ϵ-greedy
2026.05
0.053
1.8
100
RUCB
2026.05
0.116
1
33.3
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