Jul 2026
Beyond Relevance-Centric Retrieval: Rubric-Oriented Document Set Selection and Ranking
Rubric4Setwise is proposed, a training-free method that converts rubric-based evaluation criteria into document set selection signals, achieving the best downstream generation performance with fewer documents and search rounds, validating the effectiveness of closing the loop from evaluation to optimization.
Kai-Lin Jiang, Lei Liu, Jian-Fei Xi et al.
· arXiv.org · 3 citations