Prompt Optimization on VisEval
0.77Accuracy (Easy)PromptAgent
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PromptAgentType=Automated Prompting2026.02 | 0.77 | 0.5 | 0.39 | 0.26 | 0.48 | |
| PromptBreederType=Automated Prompting2026.02 | 0.76 | 0.51 | 0.42 | 0.35 | 0.51 | |
| CPOType=Ours2026.02 | 0.76 | 0.6 | 0.49 | 0.34 | 0.5475 | |
| APEType=Automated Prompting2026.02 | 0.75 | 0.59 | 0.43 | 0.36 | 0.5325 | |
| HumanType=Human Prompts2026.02 | 0.74 | 0.59 | 0.42 | 0.26 | 0.5025 | |
| OPROType=Automated Prompting2026.02 | 0.74 | 0.57 | 0.48 | 0.34 | 0.5325 | |
| TextGradType=Automated Prompting2026.02 | 0.74 | 0.59 | 0.42 | 0.26 | 0.5125 | |
| CoT (1-shot)Type=Conventional Prompting2026.02 | 0.73 | 0.58 | 0.44 | 0.27 | 0.505 | |
| ReflexionType=Conventional Prompting2026.02 | 0.73 | 0.54 | 0.43 | 0.29 | 0.4975 | |
| DSPyType=Automated Prompting2026.02 | 0.58 | 0.43 | 0.39 | 0.13 | 0.3825 |