Merge pull request #8 from callanwu/main

add webwalker

update_template_or_data/update_paper_list.md

@@ -1,3 +1,13 @@
+- [WebWalker: Benchmarking LLMs in Web Traversal](https://arxiv.org/abs/2501.07572)
+    - Jialong Wu, Wenbiao Yin, Yong Jiang, Zhenglin Wang, Zekun Xi, Runnan Fang, Deyu Zhou, Pengjun Xie, Fei Huang
+    - 🏛️ Institutions: Tongyi Lab, Alibaba NLP
+    - 📅 Date: January 13, 2025
+    - 📑 Publisher: arXiv
+    - 💻 Env: [Web]
+    - 🔑 Key: [benchmark], [framework], [RAG], [WebWalker], [WebWalkerQA]
+    - 📖 TLDR: This paper presents **WebWalker**, a multi-agent framework designed to improve the ability of large language models (LLMs) to traverse websites, addressing the challenges of retrieving complex, multi-layered information. WebWalker integrates an "explore-critic" paradigm, where the explorer agent navigates the web, and the critic agent evaluates the progress. The **WebWalkerQA** benchmark is introduced to assess web traversal tasks, showing how retrieval-augmented generation (RAG) can be enhanced with vertical exploration to solve real-world queries.
+
+
 - [OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis](https://qiushisun.github.io/OS-Genesis-Home/)
     - Qiushi Sun, Kanzhi Cheng, Zichen Ding, Chuanyang Jin, Yian Wang, Fangzhi Xu, Zhenyu Wu, Chengyou Jia, Liheng Chen, Zhoumianze Liu, Ben Kao, Guohao Li, Junxian He, Yu Qiao, Zhiyong Wu
     - 🏛️ Institutions: Shanghai AI Lab, HKU, Johns Hopkins University, SJTU, Oxford, HKUST