Prompt Design and Engineering: Introduction and Advanced Methods
arXiv:2401.14423v4113 citations
Originality Synthesis-oriented
AI Analysis
This is an incremental work providing a tutorial and survey for practitioners in AI and NLP.
The paper introduces core concepts and advanced techniques for prompt design and engineering to maximize large language model potential, including Chain-of-Thought and Reflection, and surveys tools for prompt engineers.
Prompt design and engineering has rapidly become essential for maximizing the potential of large language models. In this paper, we introduce core concepts, advanced techniques like Chain-of-Thought and Reflection, and the principles behind building LLM-based agents. Finally, we provide a survey of tools for prompt engineers.