vector-search-dilution

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#vector-search-dilution

@vintcessun: RAG喂太多文档,检索质量反而从75%掉到40%?向量搜索被大量无关内容稀释,真实部署中命中率暴跌。 问题根源:异构文档混在一起检索,噪声淹没了信号。多智能体编排看似智能,实际引入精度-忠实度悖论——配置稍差就两头不讨好。 论文提出的MA…

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This paper identifies 'vector search dilution' in RAG systems when scaling to large heterogeneous document collections, where accuracy dropped from 75% to 40% in a real-world deployment. The proposed MASDR-RAG method uses domain scoping via organizational metadata before retrieval, improving P@10 from 0.77 to 0.86 with low cost and easy deployment.

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