Author

Jonathan J. Ross

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Preprint Aug 2026

How retriever redundancy and diversity impact RAG effectiveness

It is shown that duplicate redundancy and LLM paraphrasing does not significantly improve answer correctness, however, providing diverse documents is highly beneficial, improving answer correctness by 17%-47%.

Jonathan J. Ross, B. Koopman, A. H. van der Vegt et al. · 2 citations