# Lilian Weng: Prompt Engineering

> In-depth survey of prompting techniques and the research behind them.

- Official site: https://lilianweng.github.io/posts/2023-03-15-prompt-engineering/
- Category: Model Guides & Learning
- Pricing: Free
- Works with: All models
- Tags: research, techniques
- Listed on TellPrompt: https://tellprompt.com/tool/lilian-weng-prompt-engineering

## About

A widely cited blog post that surveys prompting methods — few-shot, chain-of-thought, self-consistency, automatic prompt design and more — with references.

Great background reading for understanding why techniques work.