zstanjj/HierSearch-Local-Agent

Model Information

We release agent model used in HierSearch: A Hierarchical Enterprise Deep Search Framework Integrating Local and Web Searches.

Useful links: 📝 Paper • 🤗 Hugging Face • 🧩 Github

1. We explore the deep search framework in multi-knowledge-source scenarios and propose a hierarchical agentic paradigm and train with HRL;
2. We notice drawbacks of the naive information transmission among deep search agents and developed a knowledge refiner suitable for multi-knowledge-source scenarios;
3. Our proposed approach for reliable and effective deep search across multiple knowledge sources outperforms existing baselines the flat-RL solution in various domains.

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