Felice Antonio Merra

Hyperband-based Bayesian Optimization for Black-box Prompt Selection

Optimal prompt selection is crucial for maximizing large language model (LLM) performance on downstream tasks, especially in black-box settings where models are only accessible via APIs. Black-box prompt selection is challenging due to potentially large, combinatorial search spaces, absence of gradi…