Rethinking Knowledge Retrieval for Generation: A Survey on RAG Architectures and Applications.

arXiv:2610.01936v2 Announce Type: replace Abstract: Large Language Models (LLMs) have demonstrated remarkable fluency and versatility across natural language tasks but remain fundamentally limited by their static knowledge and susceptibility to hallucinations,