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How to realize efficient access to academic research materials using WebAgent?

2025-08-22 697
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Realization of objectives and context

WebAgent, as an intelligent web information search tool, is designed for users who need to deal with a large amount of academic information. Its WebSailor component is especially good at multi-step complex task processing, which can significantly improve the efficiency of academic information access.

Specific steps

  • Model Selection: Preferred WebSailor-72B model, which demonstrates the best performance in processing academic information
  • Query Optimization: Input should include specific academic requirements, for example:
    'Finding Papers in Natural Language Processing Accepted at ACL Conferences in 2025, Excluding Review Articles'
  • Results Screening: check search paths via logging to optimize keyword weights (adjusted in config.yaml)
  • Automated processing: Configure API timed queries to automatically track updates by specific authors or research directions

Optimization Recommendations

Custom models can be trained using the SailorFog-QA dataset to optimize search performance for specific academic domains. Recommended to be paired with conda virtual environment to manage dependency packages for different research projects.

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