iPOE: Interpretable Prompt Optimization via Explanations

In three linesiPOE is a prompt optimization method guided by automatically generated or human explanations. It creates annotation guidelines that direct optimization through removal, addition, shuffling, and merging operations. On 4 datasets, iPOE improves performance by up to 31% over prompts without guidelines and 35% over random guidelines.

Summary generated by Claude — human-verified