How Large Language Models Balance Internal Knowledge with User and Document Assertions

ArXi:2604.22193v1 Announce Type: new Large language models (LLMs) often need to balance their internal parametric knowledge with external information, such as user beliefs and content from retrieved documents, in real-world scenarios like RAG or chat-based systems. A model's ability to reliably process these sources is key to system safety.