Prompt Engineering Guide – Free and open source Prompt Engineering Guide with 30,000 stars on GitHub

Prompt Engineering Guide is a project initiated by DAIR.AI, aiming to help relevant personnel in R&D and industry understand prompt engineering. With the goal of disseminating AI technology and research results, DAIR.AI’s vision is to empower a new generation of innovators in the AI ​​field. This free and open source prompt engineering project has over 30,000 stars on GitHub and contains all the latest papers, study guides, lectures, reference materials and tools related to LLM prompt engineering.

Contents of the Prompt Engineering Guide

1. Introduction to Prompt Project

• Large language model setup
• Basic concepts
• Prompt word elements
• General Tips for Design Tips
• Prompt word example

2. Prompt technology

• Zero sample tip
• Few sample tips
• Chain of Thinking (CoT) Tips
• self-consistency
• Generate knowledge tips
• Tree of Thoughts
• Retrieval enhancement generation
• Automated reasoning and tool usage
• Automatically prompt engineers
• Active-Prompt
• Directional stimulus prompts
• ReAct Framework
• Multimodal thinking chain prompt method
• Graph-based prompts

3. Prompt application

• program-assisted language model
• Generate data
• Generating Code
• Graduate Job Classification Case Study
• Prompt Function

4. Model

• Flan
• ChatGPT
• LLaMA
• GPT-4
• Model Collection

5. Risks and misuse

• adversarial prompts
• authenticity
• bias