Prompting Engineering Guide

Zero-Shot Prompting

Few-Shot Promoting

Chain-of-Thought Prompting

Self-Consistency

Generated Knowledge Prompting

Prompt Chaining

Tree of Thoughts (ToT)

Retrieval Augmented Generation (RAG)

Automatic Reasoning and Tool-use (ART)

Automatic Prompt Engineer (APE)

Active-Prompt

Directional Stimulus Prompting

PAL (Program-Aided Language Models)

ReAct Prompting

Reflexion

Multimodal CoT Prompting

Table Of Contents
Prompting Engineering Guide
Zero-Shot Prompting
Few-Shot Promoting
Chain-of-Thought Prompting
Self-Consistency
Generated Knowledge Prompting
Prompt Chaining
Tree of Thoughts (ToT)
Retrieval Augmented Generation (RAG)
Automatic Reasoning and Tool-use (ART)
Automatic Prompt Engineer (APE)
Active-Prompt
Directional Stimulus Prompting
PAL (Program-Aided Language Models)
ReAct Prompting
Reflexion
Multimodal CoT Prompting