Prompting for advanced learners
4 resources
Prompt Engineering
by Lilian Weng
Dense, research-backed survey of prompting methods with citations.
The Prompt Report: A Systematic Survey of Prompt Engineering Techniques
A broad research taxonomy for comparing prompting techniques and finding their sources.
Self-Consistency Improves Chain of Thought Reasoning in Language Models
Sample several reasoning paths and take the majority answer.
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Early research on using worked reasoning examples to improve performance on reasoning tasks.