Wujie Gu

D/E/S: A Tri-Layer Generative Prompt Protocol for Structured Reasoning and Hallucination Suppression in Large Language Models

Abstract Large language models generate text token by token, without committing in advance to what a complete answer must contain. This makes them fluent but structurally unreliable: required elements may be omitted, constraints may be ignored, and unsupported claims may appear with unwarranted confidence. Retrieval an...