Beyond Relevance-Centric Retrieval: Rubric-Oriented Document Set Selection and Ranking

Kailin Jiang^1,2,*, Lei Liu^1,†, Jian Xi², Hui Xu², Junlin Liu³,
Baochen Fu⁴, Bin Li¹, Vichwang², Yu Lu², Haibo Shi²

¹University of Science and Technology of China ²Yuanbao Team, Tencent
³University of Chinese Academy of Sciences ⁴Shandong University
^*Work done during the internship at Tencent. ^†Corresponding author.

📃 Paper Code 🤗 Dataset

💡 Motivation & SetwiseEvalKit

📊 Main Results

Table 2

Table 3

Table 4

🔍 Case Study

Case Study

BibTeX


          
@inproceedings{jiang2026rubric4setwise,
      title={Beyond Relevance-Centric Retrieval: Rubric-Oriented Document Set Selection and Ranking}, 
      author={Kailin Jiang and Lei Liu and Jian Xi and Hui Xu and Junlin Liu and Baochen Fu and Shaoqing Ren and Bin Li and Vichwang and Yu Lu and Haibo Shi},
      booktitle={},
      year={2026}
}