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boyugou committed Dec 19, 2024
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- 📅 Date: July 29, 2023
- 📑 Publisher: arXiv
- 💻 Env: [Web]
- 🔑 Key: [framework], [multi-agent system], [web information seeking], [dynamic graph construction]
- 🔑 Key: [framework], [information seeking], [planning], [AI search], [MindSearch]
- 📖 TLDR: This paper presents MindSearch, a novel approach to web information seeking and integration that mimics human cognitive processes. The system uses a multi-agent framework consisting of a WebPlanner and WebSearcher. The WebPlanner models multi-step information seeking as a dynamic graph construction process, decomposing complex queries into sub-questions. The WebSearcher performs hierarchical information retrieval for each sub-question. MindSearch demonstrates significant improvements in response quality and depth compared to existing AI search solutions, processing information from over 300 web pages in just 3 minutes.

- [WebArena: A Realistic Web Environment for Building Autonomous Agents](https://arxiv.org/abs/2307.13854)
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