Junnan Dong

37 papers A* 8A 2Journal 21Unranked 6
YearRankTypeTitle / Venue / Authors
2026 A* conf
Benchmarking LLMs' Mathematical Reasoning with Unseen Random Variables Questions.
AAAI
Zijin Hong, Hao Wu, Su Dong, Junnan Dong, Yilin Xiao, Yujing Zhang, Zhu Wang, Feiran Huang, Linyi Li, Hongxia Yang, Xiao Huang
2026 J jnl
Cognitive Mismatch in Multimodal Large Language Models for Discrete Symbol Understanding.
CoRR
Yinghui Li, Jiayi Kuang, Peng Xing, Daixian Liu, Junnan Dong, Shu-Yu Guo, Yangning Li, Qingyu Zhou, Wenhao Jiang, Hai-Tao Zheng, Ying Shen, Liang Lin, Philip S. Yu
2026 J jnl
Deep Tabular Research via Continual Experience-Driven Execution.
CoRR
Junnan Dong, Chuang Zhou, Zheng Yuan, Yifei Yu, Qiufeng Wang, Yinghui Li, Siyu An, Di Yin, Xing Sun, Feiyue Huang
2025 J jnl
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models.
CoRR
Qinggang Zhang, Shengyuan Chen, Yuanchen Bei, Zheng Yuan, Huachi Zhou, Zijin Hong, Junnan Dong, Hao Chen, Yi Chang, Xiao Huang
2025 J jnl
Benchmarking Large Language Models via Random Variables.
CoRR
Zijin Hong, Hao Wu, Su Dong, Junnan Dong, Yilin Xiao, Yujing Zhang, Zhu Wang, Feiran Huang, Linyi Li, Hongxia Yang, Xiao Huang
2025 J jnl
G-reasoner: Foundation Models for Unified Reasoning over Graph-structured Knowledge.
CoRR
Linhao Luo, Zicheng Zhao, Junnan Liu, Zhangchi Qiu, Junnan Dong, Serge Panev, Chen Gong, Thuy-Trang Vu, Gholamreza Haffari, Dinh Q. Phung, Alan Wee-Chung Liew, Shirui Pan
2025 J jnl
GraphRAG-Bench: Challenging Domain-Specific Reasoning for Evaluating Graph Retrieval-Augmented Generation.
CoRR
Yilin Xiao, Junnan Dong, Chuang Zhou, Su Dong, Qian-Wen Zhang, Di Yin, Xing Sun, Xiao Huang
2025 J jnl
Next-Generation Database Interfaces: A Survey of LLM-Based Text-to-SQL.
IEEE Trans. Knowl. Data Eng.
Zijin Hong, Zheng Yuan, Qinggang Zhang, Hao Chen, Junnan Dong, Feiran Huang, Xiao Huang
2025 A* conf
Structure-Guided Large Language Models for Text-to-SQL Generation.
ICML
Qinggang Zhang, Hao Chen, Junnan Dong, Shengyuan Chen, Feiran Huang, Xiao Huang
2025 J jnl
Youtu-GraphRAG: Vertically Unified Agents for Graph Retrieval-Augmented Complex Reasoning.
CoRR
Junnan Dong, Siyu An, Yifei Yu, Qian-Wen Zhang, Linhao Luo, Xiao Huang, Yunsheng Wu, Di Yin, Xing Sun
2024 J jnl
CLR-Bench: Evaluating Large Language Models in College-level Reasoning.
CoRR
Junnan Dong, Zijin Hong, Yuanchen Bei, Feiran Huang, Xinrun Wang, Xiao Huang
2024 A* conf
Cost-efficient Knowledge-based Question Answering with Large Language Models.
NeurIPS
Junnan Dong, Qinggang Zhang, Chuang Zhou, Hao Chen, Daochen Zha, Xiao Huang
2024 J jnl
Cost-efficient Knowledge-based Question Answering with Large Language Models.
CoRR
Junnan Dong, Qinggang Zhang, Chuang Zhou, Hao Chen, Daochen Zha, Xiao Huang
2024 A* conf
Entity Alignment with Noisy Annotations from Large Language Models.
NeurIPS
Shengyuan Chen, Qinggang Zhang, Junnan Dong, Wen Hua, Qing Li, Xiao Huang
2024 J jnl
Entity Alignment with Noisy Annotations from Large Language Models.
CoRR
Shengyuan Chen, Qinggang Zhang, Junnan Dong, Wen Hua, Qing Li, Xiao Huang
2024 J jnl
Graph Anomaly Detection with Noisy Labels by Reinforcement Learning.
CoRR
Zhu Wang, Shuang Zhou, Junnan Dong, Chang Yang, Xiao Huang, Shengjie Zhao
2024 J jnl
Integrating Entity Attributes for Error-Aware Knowledge Graph Embedding.
IEEE Trans. Knowl. Data Eng.
Qinggang Zhang, Junnan Dong, Qiaoyu Tan, Xiao Huang
2024 A* conf
KnowGPT: Knowledge Graph based Prompting for Large Language Models.
NeurIPS
Qinggang Zhang, Junnan Dong, Hao Chen, Daochen Zha, Zailiang Yu, Xiao Huang
2024 A* conf
Logical Reasoning with Relation Network for Inductive Knowledge Graph Completion.
KDD
Qinggang Zhang, Keyu Duan, Junnan Dong, Pai Zheng, Xiao Huang
2024 J jnl
Logical Reasoning with Relation Network for Inductive Knowledge Graph Completion.
CoRR
Qinggang Zhang, Keyu Duan, Junnan Dong, Pai Zheng, Xiao Huang
2024 — conf
Modality-Aware Integration with Large Language Models for Knowledge-Based Visual Question Answering.
ACL (1)
Junnan Dong, Qinggang Zhang, Huachi Zhou, Daochen Zha, Pai Zheng, Xiao Huang
2024 J jnl
Modality-Aware Integration with Large Language Models for Knowledge-based Visual Question Answering.
CoRR
Junnan Dong, Qinggang Zhang, Huachi Zhou, Daochen Zha, Pai Zheng, Xiao Huang
2024 J jnl
Neuro-Symbolic Entity Alignment via Variational Inference.
CoRR
Shengyuan Chen, Qinggang Zhang, Junnan Dong, Wen Hua, Jiannong Cao, Xiao Huang
2024 J jnl
Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQL.
CoRR
Zijin Hong, Zheng Yuan, Qinggang Zhang, Hao Chen, Junnan Dong, Feiran Huang, Xiao Huang
2024 — conf
NivTA: Towards a Naturally Interactable Edu-Metaverse Teaching Assistant for CAVE.
MetaCom
Ye Jia, Zackary P. T. Sin, Xiangzhi Eric Wang, Chen Li, Peter H. F. Ng, Xiao Huang, Junnan Dong, Yaowei Wang, George Baciu, Jiannong Cao, Qing Li
2024 — conf
QUEST: Efficient Extreme Multi-Label Text Classification with Large Language Models on Commodity Hardware.
EMNLP (Findings)
Chuang Zhou, Junnan Dong, Xiao Huang, Zirui Liu, Kaixiong Zhou, Zhaozhuo Xu
2024 J jnl
Structure Guided Large Language Model for SQL Generation.
CoRR
Qinggang Zhang, Junnan Dong, Hao Chen, Wentao Li, Feiran Huang, Xiao Huang
2023 A conf
Active Ensemble Learning for Knowledge Graph Error Detection.
WSDM
Junnan Dong, Qinggang Zhang, Xiao Huang, Qiaoyu Tan, Daochen Zha, Zihao Zhao
2023 A* conf
Adaptive Popularity Debiasing Aggregator for Graph Collaborative Filtering.
SIGIR
Huachi Zhou, Hao Chen, Junnan Dong, Daochen Zha, Chuang Zhou, Xiao Huang
2023 — conf
Gradual Study Advising with Course Knowledge Graphs.
ICWL
Junnan Dong, Wentao Li, Yaowei Wang, Qing Li, George Baciu, Jiannong Cao, Xiao Huang, Richard Chen Li, Peter H. F. Ng
2023 A* conf
Hierarchy-Aware Multi-Hop Question Answering over Knowledge Graphs.
WWW
Junnan Dong, Qinggang Zhang, Xiao Huang, Keyu Duan, Qiaoyu Tan, Zhimeng Jiang
2023 J jnl
KnowGPT: Black-Box Knowledge Injection for Large Language Models.
CoRR
Qinggang Zhang, Junnan Dong, Hao Chen, Xiao Huang, Daochen Zha, Zailiang Yu
2022 J jnl
College-Related Question Answering based on Knowledge Graph.
IEEE Data Eng. Bull.
Cheng Peng, Hao Jiang, Junnan Dong, Xiao Huang
2022 — conf
Constructing Low-Redundant and High-Accuracy Knowledge Graphs for Education.
ICWL
Wentao Li, Huachi Zhou, Junnan Dong, Qinggang Zhang, Qing Li, George Baciu, Jiannong Cao, Xiao Huang
2022 A conf
Contrastive Knowledge Graph Error Detection.
CIKM
Qinggang Zhang, Junnan Dong, Keyu Duan, Xiao Huang, Yezi Liu, Linchuan Xu
2022 J jnl
Contrastive Knowledge Graph Error Detection.
CoRR
Qinggang Zhang, Junnan Dong, Keyu Duan, Xiao Huang, Yezi Liu, Linchuan Xu
2022 — conf
KCUBE: A Knowledge Graph University Curriculum Framework for Student Advising and Career Planning.
ICBL
Qing Li, George Baciu, Jiannong Cao, Xiao Huang, Richard Chen Li, Peter H. F. Ng, Junnan Dong, Qinggang Zhang, Zackary P. T. Sin, Yaowei Wang