@article{fromintenttoevidenceacategoricalapproach,
  title = {From Intent to Evidence: A Categorical Approach for Structural Evaluation of Deep Research Agents},
  author = {Shuoling Liu and Zhiquan Tan and Kun Yi and Hui Wu and Yihan Li and Jiangpeng Yan and Liyuan Chen and Kai Chen and Qiang Yang},
  year = {2026},
  eprint = {2603.25342},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.25342},
}