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Learning Query-Specific Rubrics from Human Preferences for DeepResearch Report Generation

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Lv, Changze,Zhou, Jie,Zhao, Wentao,Xu, Jingwen,Dou, Shihan,Huang, Zisu,Tian, Muzhao,Wang, Xiaohua
+7 more authors show fewer
Liu, Yang,Zhou, Pluto,Gui, Tao,Tian, Le,Xiao, Zhou,Zheng, Xiaoqing,Huang, Xuanjing
Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing
published

Abstract

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Cite this paper

@article{changze2026,
  title = {Learning Query-Specific Rubrics from Human Preferences for DeepResearch Report Generation},
  author = {Lv, Changze and Zhou, Jie and Zhao, Wentao and Xu, Jingwen and Dou, Shihan and Huang, Zisu and Tian, Muzhao and Wang, Xiaohua and Liu, Yang and Zhou, Pluto and Gui, Tao and Tian, Le and Xiao, Zhou and Zheng, Xiaoqing and Huang, Xuanjing},
  journal = {Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing},
  year = {2026},
  month = {Jan},
}