English

Dingtalk DeepResearch: A Unified Multi Agent Framework for Adaptive Intelligence in Enterprise Environments

Computation and Language 2025-10-30 v1 Artificial Intelligence
Authors: Mengyuan Chen , Chengjun Dai , Xinyang Dong , Chengzhe Feng , Kewei Fu , Jianshe Li , Zhihan Peng , Yongqi Tong , Junshao Zhang , Hong Zhu
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Abstract

We present Dingtalk DeepResearch, a unified multi agent intelligence framework for real world enterprise environments, delivering deep research, heterogeneous table reasoning, and multimodal report generation.

Keywords

multi-agent reasoning multi-agent systems multi-agent reinforcement learning

Cite

@article{arxiv.2510.24760,
  title  = {Dingtalk DeepResearch: A Unified Multi Agent Framework for Adaptive Intelligence in Enterprise Environments},
  author = {Mengyuan Chen and Chengjun Dai and Xinyang Dong and Chengzhe Feng and Kewei Fu and Jianshe Li and Zhihan Peng and Yongqi Tong and Junshao Zhang and Hong Zhu},
  journal= {arXiv preprint arXiv:2510.24760},
  year   = {2025}
}

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R2 v1 2026-07-01T07:10:12.618Z