Prompt Optimization on DABench
80Acc (Easy)PromptBreeder
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PromptBreederType=Automated Prompting2026.02 | 80 | 72 | 35 | 62.33 | |
| HumanType=Human Prompts2026.02 | 77 | 57 | 28 | 54 | |
| APEType=Automated Prompting2026.02 | 77 | 65 | 39 | 60.33 | |
| PromptAgentType=Automated Prompting2026.02 | 77 | 65 | 42 | 61.33 | |
| CPOType=Ours2026.02 | 77 | 69 | 50 | 65.33 | |
| ReflexionType=Conventional Prompting2026.02 | 73 | 50 | 28 | 50.33 | |
| TextGradType=Automated Prompting2026.02 | 73 | 60 | 25 | 52.67 | |
| DSPyType=Automated Prompting2026.02 | 70 | 59 | 37 | 55.33 | |
| OPROType=Automated Prompting2026.02 | 58 | 56 | 37 | 50.33 | |
| CoT (1-shot)Type=Conventional Prompting2026.02 | 57 | 56 | 30 | 47.67 |