Nov. 18, 2023, 3:42 p.m. | Kaustubh Bhavsar

Towards Data Science - Medium towardsdatascience.com

Explore various prompt engineering techniques for arithmetic reasoning problems, best practices, and rapid experimentations for production-grade prompts with Vellum.ai

Architecture of four different prompting techniques: Input-Output, Chain-of-Thought (CoT), Self Consistency with Chain-of-Thought (CoT), and Tree of Thought (ToT) (Image from Yao et el. (2023))

Introduction

Large Language Models (LLMs) have been drawing increasing attention from both academic researchers and industry experts due to their proficiency in understanding and generating language. The reason behind their text comprehension skills lies in …

academic attention best practices engineering explore image input-output language language models large language models llm llms nlp practices production prompt prompt-engineering prompting prompts reasoning thought tree vellum

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