zstanjj/HierSearch-Web-Agent

Model Information

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

<p align="left"> Useful links: 📝 <a href="https://arxiv.org/abs/2508.08088" target="blank">Paper</a> • 🤗 <a href="https://huggingface.co/papers/2508.08088" target="blank">Hugging Face</a> • 🧩 <a href="https://github.com/plageon/HierSearch" target="_blank">Github</a> </p>

1. 1.We explore the deep search framework in multi-knowledge-source scenarios and propose a hierarchical agentic paradigm and train with HRL;
2. 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. 3.Our proposed approach for reliable and effective deep search across multiple knowledge sources outperforms existing baselines the flat-RL solution in various domains.

🌹 If you use this model, please ✨star our [GitHub repository](https://github.com/plageon/HierSearch) or upvote our [paper](https://huggingface.co/papers/2508.08088) to support us. Your star means a lot!