Banghao Chen and peers deliver a profound review on prompt engineering with Unleashing the potential of prompt engineering in Large Language Models: a comprehensive review.

• Detailed analysis of prompt engineering is presented, including seasoned methodologies and newer, more complex strategies.
• Investigation into the use of plugins to assist prompting and diminish machine hallucinations.
• Future research paths in prompt engineering are articulated, stressing nuances in AIGC tools.
• Applications of prompt engineering in domains such as education and programming are dissected.

This paper provides a commanding overview to anyone interested in LLMs and the intricate world of prompt engineering, showing how it can drastically reshape various fields.