Alibaba Cloud Developer

Oct 31, 2024 · Artificial Intelligence

How to Guarantee 100% Structured JSON Output from Large Language Models

This article explains why LLMs often fail to produce strict JSON, reviews existing solutions, and presents a three‑stage strategy—prompt engineering, dynamic constrained decoding, and post‑processing—to achieve reliable structured JSON output for automated pipelines.