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7.40% of LLM-generated query concepts are found to be answer-side intrusions, challenging the validity of current information retrieval evaluations.
A lightweight RAG architecture can achieve state-of-the-art results in dynamic evaluation by intelligently routing queries to different retrieval strategies.
