structured output
10,000-Word Guide: Technical Principles and Implementation of Structured Output in Large Language Models
# Alibaba Insights **Advanced Guide to Structured Output in Large Language Models (LLMs)** --- This article explores the **technological evolution**, **core methodologies**, and **future trends** in generating structured outputs with LLMs. It is designed to help engineers, researchers, and AI practitioners build reliable, machine-readable outputs for scalable applications. --- ## Overview Traditionally,