About this document
Astute RAG - Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts For Large Language Models by i.cell.sieben is a document available to read on EtoBox.
The document discusses the limitations of retrieval-augmented generation (RAG) in large language models (LLMs) due to imperfect retrieval, which can introduce misleading or harmful information, leading to knowledge conflicts. It introduces A STUTE RAG, a novel approach designed to enhance the robustness and trustworthiness of RAG by adaptively consolidating internal and external knowledge while addressing conflicts. Experiments show that A STUTE RAG outperforms existing methods and effectively mitigates the
- Author
- i.cell.sieben
- Language
- EN