Coherent Text

Coherent text generation focuses on creating fluent, consistent, and logically sound text, addressing challenges like hallucination and maintaining context across long passages. Current research emphasizes improving coherence in various applications, including multi-document summarization, story generation, and data-to-text tasks, often leveraging large language models (LLMs) and incorporating techniques like retrieval-augmented generation, optimization in latent spaces, and novel decoding algorithms. These advancements are crucial for enhancing the reliability and trustworthiness of AI-generated content, impacting fields ranging from automated reporting to educational materials and medical diagnosis.