# New Set-Level Retrieval Improves Results, Study Finds - Date: 2026-04-08 - Category: Artificial Intelligence RAG systems have been measuring retrieval quality wrong. A new paper argues the field has been optimizing point-wise relevance when the real objective should be set-level diversity — and shows that without a diversity-aware adapter, NDCG@10 drops by 53.7 percent. ---