Pre-retrieval Query Clustering for Adaptive Top-k Document Retrieval in RAG Systems

Ye Xia, Emre Yamangil, Haixun Wang

RAG systems commonly retrieve a fixed number of documents (top-k) to ground generation, but this static approach is brittle: simple queries suffer over-retrieval (adding noise and…