Retrieval-Augmented Generation as Noisy In-Context Learning: A Unified Theory and Risk Bounds

Yang Guo, Yutian Tao, Yifei Ming +2

Retrieval-augmented generation (RAG) has seen many empirical successes in recent years by aiding the LLM with external knowledge. However, its theoretical aspect has remained mostl…