@article{towardsknowledgeabledeepresearchframewor,
  title = {Towards Knowledgeable Deep Research: Framework and Benchmark},
  author = {Wenxuan Liu and Zixuan Li and Long Bai and Chunmao Zhang and Fenghui Zhang and Zhuo Chen and Wei Li and Yuxin Zuo and Fei Wang and Bingbing Xu and Xuhui Jiang and Jin Zhang and Xiaolong Jin and Jiafeng Guo and Tat-Seng Chua and Xueqi Cheng},
  year = {2026},
  eprint = {2604.07720},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2604.07720},
}