Open Deep Search: Democratizing Search with Open-source Reasoning Agents

Published
Source
arXiv
Paper number
051
Field
Search / Agents
arXiv ID
2503.20201

Key points

  • Existing proprietary search AI solutions limit transparency, innovation, and community-driven development.
  • Current open-source search tools lack sophisticated query processing and contextual retrieval capabilities.
  • It presents Open Search Tool, which includes query reformulation, advanced retrieval, and context augmentation.
  • It presents two reasoning agent architectures, ReAct and CodeAct, that interpret queries and coordinate tool use.
  • It is a plug-and-play framework that can integrate with any underlying language model.
  • Adaptive web search based on result quality improves both efficiency and accuracy.

Paper links

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