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How can I automate the generation of academic research reports using WebThinker?

2025-08-23 759
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Using WebThinker to generate academic reports involves the following key steps:

1. Task Initialization

By running the commandpython scripts/run_inference.py --mode report_generationEnable report mode and enter your research topic, such as ”Recent Advances in Topological Qubits for Quantum Computing.”

2. Intelligent Search Phase

  • Automatically retrieve academic platforms such as arXiv and Google Scholar
  • Prioritize screening highly cited papers and top conference publications
  • Download the full PDF via Deep Web Explorer (academic permissions required)

3. Structured Report Generation

The system generates based on pre-set templates (customizable):

  • Research Background Section: Summarizing the Developmental Trajectory of the Field
  • Methodological Analysis: Performance Metrics Comparison Across Different Technical Approaches
  • Discussion Section: Identifying Existing Challenges and Research Gaps

4. Quality Verification

utilizationedit_report.pyScript execution:

  • Citation Verification: Checking Consistency in Reference Formatting
  • Contradiction Detection: Identifying Argument Conflicts Through Auxiliary Models
  • Terminology Standardization: Ensuring consistent use of professional terminology

The final report is kept on file../outputs/Table of Contents, containing traceable links to the original web pages.

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