Ye Xia

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

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 cost) while complex queries are under-retrieved, causing recall failures that cascade into incorrect answers. Motivated by the question of h...