PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization . [Paper][Code]
PromptAgent is a system designed to optimize prompts for language models. It uses a strategic planning approach to optimize prompts by iteratively selecting the best action from a set of actions based on the current state of the system. The search algorithm is chosen from MCTS and beamsearch.
Run python examples/prompt_agent_examples/prompt_agent.py to optimize a prompt. The configuration file prompt_agent_*.yml located in the same directory is employed.