coherenceaware
Coherenceaware is a term used to describe systems, models, and methods designed to explicitly monitor, assess, and enforce coherence across generated text and interactions. In practice, a coherenceaware system aims to produce outputs that are logically consistent, contextually appropriate, and aligned with user intent over extended interactions or long documents. The concept is relevant to natural language generation, dialogue, multi-step reasoning, and long-form content creation.
Core ideas behind coherenceaware design include maintaining a continuous representation of context, tracking entities and discourse
Evaluation of coherenceaware systems typically combines human judgments with automated measures such as entity-based coherence, alignment
Applications for coherenceaware approaches span long-form storytelling, educational content generation, legal or scientific document drafting, multi-turn
See also: coherence, discourse coherence, chain-of-thought, factuality, hallucination mitigation.