Alibaba Cloud Developer
Oct 15, 2025 · Artificial Intelligence
Mastering Structured Output in Large Language Models: Techniques, Challenges, and Future Trends
Large language models are evolving from free‑form text generators to reliable data providers by mastering structured output through prompt engineering, validation frameworks, constrained decoding, supervised fine‑tuning, reinforcement learning, and API‑level capabilities, enabling seamless integration with software systems while addressing hallucinations and format reliability.
APIConstrained DecodingLLM
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