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News/SPARK: Adaptive Parametric Knowledge Participation for Faithful Retrieval-Augmented Generation
arxiv
PublishedOctober 15, 2026 at 4:00 AM

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

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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 context and parametric knowledge can cause LL

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