Author name: Xingchen Xiao, Heyan Huang, Runheng Liu, Jincheng Xie

arXiv:2604.18509v2 Announce Type: replace
Abstract: Large language models (LLMs) are widely used in retrieval-augmented generation (RAG) to incorporate external knowledge at inference time. However, when retrieved contexts are noisy, incomplete, or he…

arXiv:2604.18509v1 Announce Type: new
Abstract: Large language models (LLMs) are widely used in retrieval-augmented generation (RAG) to incorporate external knowledge at inference time. However, when retrieved contexts are noisy, incomplete, or hetero…