Application of Large Language Models and Natural Language Generation in Content Creation: A Retrieval-Augmented and Preference-Aligned Framework
Large language models (LLMs) have substantially advanced natural language generation (NLG), but high-quality content creation remains constrained by hallucination, limited controllability, retrieval noise, domain shift, and computational cost. This study proposes Retrieval-Augmented and Preference-Aligned Generation (R...