Deep Research Agents

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8 papers in the last four weeks, up 60% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
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  1. Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research

    Apr 22, 2026Mirazul Haque, Antony Papadimitriou, Samuel Mensah +6Quantitative FinanceDeep Research Agents

    AI Research, JPMorganChase

  2. DR-Venus: Towards Frontier Edge-Scale Deep Research Agents with Only 10K Open Data

    Apr 21, 2026Venus Team, Sunhao Dai, Yong Deng +10Agentic RLDeep Research Agents

    Ant Group

  3. LiteResearcher: A Scalable Agentic RL Training Framework for Deep Research Agent

    Apr 20, 2026Wanli Li, Bince Qu, Bo Pan +5Agentic RLDeep Research Agents

    Zhejiang University · Simplex AI · The Hong Kong Polytechnic University

  4. DeepER-Med: Advancing Deep Evidence-Based Research in Medicine Through Agentic AI

    Apr 16, 2026Zhizheng Wang, Chih-Hsuan Wei, Joey Chan +19Deep Research AgentsHealthcare

    Division of Intramural Research (DIR), National Library of Medicine (NLM), National Institutes of Health (NIH), Bethesda, MD 20892, USA · Hunterian Neurosurgical Laboratory, Johns Hopkins School of Medicine, Baltimore, MD 21231, USA · Cancer Data Science Laboratory, Center for Cancer Research, National Cancer Institute (NCI), National Institutes of Health (NIH), Bethesda, MD 20892, USA +7

  5. Mind DeepResearch Technical Report

    Apr 16, 2026MindDR Team, Li Auto IncMulti-Agent LLM SystemsDeep Research Agents

    MindDR Team, Li Auto Inc

  6. OpenResearcher: A Fully Open Pipeline for Long-Horizon Deep Research Trajectory Synthesis

    Mar 17, 2026Zhuofeng Li, Dongfu Jiang, Xueguang Ma +7Deep Research AgentsLLM Agent Trajectory Synthesis

    Texas A&M University · University of Waterloo · UC San Diego +3

  7. Learning Query-Specific Rubrics from Human Preferences for DeepResearch Report Generation

    Feb 3, 2026Changze Lv, Jie Zhou, Wentao Zhao +14Rubric-Guided GenerationDeep Research Agents

    Tencent · Fudan University · Tsinghua University

  8. Why Your Deep Research Agent Fails? On Hallucination Evaluation in Full Research Trajectory

    Jan 30, 2026Yuhao Zhan, Tianyu Fan, Linxuan Huang +2Deep Research AgentsHallucination Detection

    Zhejiang University · The University of Hong Kong

  9. DR-Arena: an Automated Evaluation Framework for Deep Research Agents

    Jan 15, 2026Yiwen Gao, Ruochen Zhao, Yang Deng +1Deep Research AgentsBenchmark Design

    National University of Singapore · Nanyang Technological University · Singapore Management University +1

  10. IDRBench: Benchmarking the Interactive Capabilities of Deep Research Agents

    Jan 10, 2026Yingchaojie Feng, Qiang Huang, Xiaoya Xie +4Deep Research AgentsLLM Agent Evaluation

    School of Computing, National University of Singapore · School of Intelligence Science and Engineering, Harbin Institute of Technology (Shenzhen) · Zhejiang University +1

  11. DEER: A Benchmark for Evaluating Deep Research Agents on Expert Report Generation

    Dec 19, 2025Janghoon Han, Heegyu Kim, Changho Lee +6Deep Research AgentsLLM Agent Evaluation

    LG AI Research · University of Illinois Chicago · University of Michigan, Ann Arbor

  12. DeepResearch Bench II: Diagnosing Deep Research Agents via Rubrics from Expert Reports

    Date pendingRuizhe Li, Mingxuan Du, Benfeng Xu +3Deep Research AgentsLLM Agent Evaluation

    University of Science and Technology of China · Metastone Technology, Beijing, China

  13. Mr.LHDR: A Benchmark for Multimodal Real-World Long-Horizon Deep Research Agents

    Date pendingMinghao Guo, Meng Cao, Sui Zhao +10Deep Research AgentsLong-Horizon Agent Evaluation

    Mohamed bin Zayed University of Artificial Intelligence · University of Science and Technology of China · Zhejiang University +1