📜 Selected Publications
* for Co-first Author 📩 for Corresponding Author2025
- Youtu-GraphRAG: Vertically Unified Agents for Graph Retrieval-Augmented Complex Reasoning
Junnan Dong, Siyu An, Yifei Yu, Qian-wen Zhang, Linhao Luo, Xiao Huang, Yunsheng Wu, Di Yin, Xing Sun
arXiv (✨admitted by the DeepSeek Official Awesome Integrations)

- GraphRAG-Bench: Challenging Domain-Specific Reasoning for Graph Retrieval-Augmented Generation
Yilin Xiao*, Junnan Dong*📩, Chuang Zhou, Su Dong, Qian-wen Zhang, Di Yin, Xing Sun, Xiao Huang
arXiv
- HyperRAG: Query-centric Graph Retrieval-Augmented Generation with Adaptive Knowledge Structuring
Chuang Zhou, Junnan Dong📩, Yilin Xiao, Su Dong, Shengyuan Chen, Di Yin, Xiao Huang
arXiv
2024
- CLR-Bench: Evaluating Large Language Models in College-level Reasoning.
Junnan Dong, Zijin Hong, Yuanchen Bei, Feiran Huang, Xinrun Wang, Xiao Huang
under review

- Cost-efficient Knowledge-based Question Answering with Large Language Models.
Junnan Dong, Qinggang Zhang, Chuang Zhou, Hao Chen, Daochen Zha, Xiao Huang
Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS)
- Modality-Aware Integration with Large Language Models for Knowledge-based VQA.
Junnan Dong*, Qinggang Zhang*, Huachi Zhou, Daochen Zha, Pai Zheng, Xiao Huang
The 62nd Annual Meeting of the Association for Computational Linguistics (ACL main)

- KnowGPT: Knowledge Graph Prompting for Large Language Models.
Qinggang Zhang*, Junnan Dong* (co-first), Hao Chen, Xiao Huang, Daochen Zha, Zailiang Yu
Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS)

2023
- Hierarchy-Aware Multi-Hop Question Answering over Knowledge Graphs.
Junnan Dong*, Qinggang Zhang*, Xiao Huang, Keyu Duan, Qiaoyu Tan, Zhimeng Jiang
The ACM Web Conference (WWW)

- Active Ensemble Learning for Knowledge Graph Error Detection.
Junnan Dong, Qinggang Zhang, Xiao Huang, Qiaoyu Tan, Daochen Zha, Zihao Zhao
ACM International Conference on Web Search and Data Mining (WSDM)

- Gradual Study Advising with Course Knowledge Graphs.
Junnan Dong, Wentao Li, Yaowei Wang, Qing Li,
George Baciu, Jiannong Cao, Xiao Huang, Richard Li Chen, Peter Ng
Internation Conference on Web-based Learning (ICWL)
