Multi-objective preference selection on OpenAI models Setup A4: K=5, M*=5
0.052Cost ($)Cost-constrained LMA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Cost-constrained LMA2026.05 | 0.052 | 3 | 80 | |
| CUPID without languageAblation=without language2026.05 | 0.058 | 3.4 | 100 | |
| CUPID2026.05 | 0.063 | 2.4 | 100 | |
| LMA2026.05 | 0.073 | 3.5 | 80 | |
| ϵ-greedy2026.05 | 0.075 | 2 | 80 | |
| CUPID without cost penaltyAblation=without cost penalty2026.05 | 0.091 | 3 | 100 | |
| RUCB2026.05 | 0.118 | 1 | 33.3 | |
| Latent Dueling Bandits2026.05 | 0.122 | 6.75 | 80 |