Dong, Junnan
- Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQL
2024/06/12 by Zijin Hong, Hong, Zijin, Zheng Yuan +11 · 37 citations
Computer Science · #Advanced Computational Techniques and Applications #Advanced Database Systems and Queries #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Databases (cs.DB) #FOS: Computer and information sciences
- A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models
2025/01/21 by Qinggang Zhang, Shengyuan Chen, Zhang, Qinggang +18 · 19 citations
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Natural Language Processing Techniques #Topic Modeling
- KnowGPT: Knowledge Graph based Prompting for Large Language Models
2023/12/11 by Qinggang Zhang, Zhang, Qinggang, Junnan Dong +9 · 10 citations
Computer Science · Medicine · #Topic Modeling #Artificial Intelligence in Healthcare and Education #AI in Service Interactions
- Modality-Aware Integration with Large Language Models for Knowledge-based Visual Question Answering
2024/02/20 by Dong, Junnan, Zhang, Qinggang, Zhou, Huachi +3 · 4 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG)
- GraphRAG-Bench: Challenging Domain-Specific Reasoning for Evaluating Graph Retrieval-Augmented Generation
2025/06/03 by Yilin Xiao, Xiao, Yilin, Junnan Dong +13 · 9 citations
Computer Science · #Topic Modeling #Advanced Graph Neural Networks #Multimodal Machine Learning Applications
- Structure Guided Large Language Model for SQL Generation
2024/02/19 by Zhang, Qinggang, Chen, Hao, Dong, Junnan +3 · 4 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Databases (cs.DB) #FOS: Computer and information sciences
- Benchmarking LLMs' Mathematical Reasoning with Unseen Random Variables Questions
2025/01/20 by Zijin Hong, Hao Wu, Hong, Zijin +19 · 3 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling
- Cost-efficient Knowledge-based Question Answering with Large Language Models
2024/05/27 by Dong, Junnan, Zhang, Qinggang, Zhou, Chuang +3 · 1 citation
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
- Youtu-GraphRAG: Vertically Unified Agents for Graph Retrieval-Augmented Complex Reasoning
2025/08/27 by Dong, Junnan, An, Siyu, Yu, Yifei +6 · 4 citations
#FOS: Computer and information sciences #Information Retrieval (cs.IR)
- G-reasoner: Foundation Models for Unified Reasoning over Graph-structured Knowledge
2025/09/29 by Linhao Luo, Zicheng Zhao, Luo, Linhao +19 · 1 citation
Computer Science · #Semantic Web and Ontologies #Logic, Reasoning, and Knowledge #Rough Sets and Fuzzy Logic
- CLR-Bench: Evaluating Large Language Models in College-level Reasoning
2024/10/23 by Junnan Dong, Zijin Hong, Dong, Junnan +9 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling