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How can Deep Research be applied in an academic literature review scenario?

2025-09-09 1.7 K

Scenario-based solutions for academic research

Special configuration recommendations for academic research:

  • Academic Source Prioritization Strategy::
    • Set SEARCH_ENGINE=GoogleScholar in .env
    • Add ACADEMIC_PROXY to configure access to the organization database
    • Predefined domain qualification: *.edu + *.ac.+ + arxiv.org
  • Literature Analysis Enhancement::
    • Enable CITATION_ANALYSIS=true to parse referenced networks
    • Use the -methodology parameter to identify research paradigms
    • Automatic extraction of research gap spotting
  • Formatted output::
    • Select -format=APA to automatically generate references
    • Enable -litreview to generate time line graphs
    • Key findings are automatically associated with DOI numbers

Typical workflow: Enter "Machine Learning in Diabetes Prediction in the Last 5 Years" and the system will output: a timeline of the research evolution, a comparison table of methods, and suggestions for future directions.

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