A Survey of LLM-based Deep Search Agents: Paradigm, Optimization, Evaluation, and Challenges

@misc{zhang2025surveyllmbaseddeep,
      title={A Survey of LLM-based Deep Search Agents: Paradigm, Optimization, Evaluation, and Challenges},
      author={Weinan Zhang and Weiwen Liu and Yong Yu and Yunjia Xi and Jiachen Zhu and Jianghao Lin and Rong Shan and Te Gao and Yongzhao Xiao and Zheli Zhou},
      year={2025},
      eprint={2508.05668},
      archivePrefix={arXiv},
      primaryClass={cs.IR},
      url={https://arxiv.org/abs/2508.05668},
}