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DualStake: Dual-Path Confidence Calibration in Deep Research Agent

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Xu, Yinuo,Liang, Yuwei,Cheng, Jianjie,Wang, Meng,Yu, Yongcan,Lu, Shuo,Liang, Jian
Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing
published

Abstract

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Cite this paper

@article{yinuo2026,
  title = {DualStake: Dual-Path Confidence Calibration in Deep Research Agent},
  author = {Xu, Yinuo and Liang, Yuwei and Cheng, Jianjie and Wang, Meng and Yu, Yongcan and Lu, Shuo and Liang, Jian},
  journal = {Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing},
  year = {2026},
  month = {Jan},
}