SPARK: Adaptive Parametric Knowledge Participation for Faithful Retrieval-Augmented Generation.

arXiv:2606.27786v2 Announce Type: replace-cross Abstract: Retrieval-augmented generation (RAG) enhances the faithfulness of large language models (LLMs) by incorporating external knowledge into the generation process. However, conflicts between retrieved conte