提示工程指南

The Prompt Engineering Guide is provided by DAIR The AI initiated project aims to assist research and development and industry professionals in understanding reminder engineering. DAIR aims to disseminate AI technology and research results The vision of AI is to empower the next generation of innovators in the field of AI. This free and open-source tip engineering project has surpassed 30000 people on GitHub and includes all the latest papers, study guides, lectures, reference materials, and tools related to LLM tip engineering.
Directory of Prompt Engineering Guide
1、 Introduction to Tip Project
Big language model settings
Basic concepts
Hint word elements
General Techniques for Design Tips
Example of prompt words
2、 Prompt technology
Zero sample prompt
Small sample prompt
Chain Thinking (CoT) Tips
Self consistency
Generate knowledge prompts
Tree of Thoughts
Search enhanced generation
Automatic reasoning and tool usage
Automatically prompt engineers
Active Prompt
Directional stimulus prompts
ReAct framework
Multimodal Thinking Chain Hint Method
Graph based prompts
3、 Prompt application
Programming Assistant Language Model
Generate data
Generating Code
Case study on job classification for graduates
Prompt Function
4、 Model
Flan
ChatGPT
LLaMA
GPT-4
Model Collection
5、 Risk and Misuse
Adversarial cues
Authenticity
prejudice