I am currently a Lecturer at the School of Information Engineering, Huzhou Normal University, and a Part-time Postdoctoral Fellow at The Hong Kong Polytechnic University. If you are interested in academic collaboration, please feel free to contact me at hecongqing@hotmail.com.

I received my Ph.D. from the School of Computer Science, Universiti Sains Malaysia. Before that, I earned my M.S. from Hunan University and my B.S. from Hefei Normal University.

My research interests include deep learning, natural language processing, information retrieval, and AI for Law. I have published 10+ papers in SCI journals and top international AI conferences such as Computer Science Review, ESWA, TIM, ACL, EMNLP, and ECAI. More details can be found on my Google Scholar.

📖 Educations

  • Mar. 2021 - Oct. 2025, Ph.D. in School of Computer Science, Universiti Sains Malaysia.
  • Sep. 2016 - Jun. 2019, M.S. in College of Computer Science and Electronic Engineering, Hunan University.
  • Sep. 2012 - Jun. 2016, B.S. in School of Computer Science and Technology, Hefei Normal University.

💼 Experience

  • Dec. 2025 - present, Lecturer, Huzhou Normal University, Huzhou, China.
  • Oct. 2025 - present, Part-time Postdoctoral Fellow, The Hong Kong Polytechnic University, Hong Kong, China.
  • Jul. 2025 - Oct. 2025, Research Assistant, The Hong Kong Polytechnic University, Hong Kong, China.
  • Jun. 2019 - Oct. 2020, Algorithm Engineer, JD, Beijing, China.

🔥 News

  • Apr 2026. Our paper, Tree-CoT-RT: An Explainable Multi-Path Tree-Guided Chain-of-Thought and Reinforcement Learning Framework for Aspect Sentiment Quad Prediction, was accepted by Findings of ACL 2026.
  • Jan 2026. Our survey paper, A Survey of Large Language Models for Legal Applications: Progress, Prospects and Challenges, was published in Computer Science Review.
  • Dec 2025. I joined Huzhou Normal University as a Lecturer in the School of Information Engineering.
  • Oct 2025. I started serving as a Part-time Postdoctoral Fellow at The Hong Kong Polytechnic University.
  • Oct 2025. I completed my Ph.D. in the School of Computer Science at Universiti Sains Malaysia.

📝 Publications

CSR 2026
LLM4Law cover

A Survey of Large Language Models for Legal Applications: Progress, Prospects and Challenges

Congqing He, Haichuan Hu, Yanli Li, Hao Zhang, Quanjun Zhang

Computer Science Review (2026), JCR Q1, 中科院1区TOP, IF: 12.7

ESWA 2025
JuriSim cover

Simulating Judicial Trial Logic: Dual Residual Cross-Attention Learning for Predicting Legal Judgment in Long Documents

Congqing He, Tienping Tan, Sheng Xue, Yanyu Tan

Expert Systems with Applications (2025), JCR Q1, 中科院1区TOP, IF: 7.5

JESTECH 2025
SCNet cover

SCNet: Few-Shot Image Classification via Self-Correlational and Cross Spatial-Correlation Attention

Congqing He, Ding Xu, Ke Gong, Fusen Guo, Dapeng Wei

Engineering Science and Technology, an International Journal (2025), JCR Q1, 中科院2区, IF: 5.4

TIM 2025
TIM cover

Few-Shot Steel Strip Surface Defect Classification via Self-Correlation Enhancement and Feature Refinement

Ke Gong, Ding Xu, Fusen Guo, Zihan Wang, Fangrui Zhang, Congqing He#

# corresponding author

IEEE Transactions on Instrumentation and Measurement (2025), JCR Q1, 中科院2区, IF: 5.9

EMNLP 2024
ASQP cover

An Instruction Tuning-Based Contrastive Learning Framework for Aspect Sentiment Quad Prediction with Implicit Aspects and Opinions

Hao Zhang, Yu-N Cheah, Congqing He, Feifan Yi

Findings of the Association for Computational Linguistics: EMNLP 2024, CCF B

JKSUCI 2023
Explaining legal judgments cover

Explaining legal judgments: A multitask learning framework for enhancing factual consistency in rationale generation

Congqing He, Tienping Tan, Sheng Xue, Yanyu Tan

Journal of King Saud University - Computer and Information Sciences (2023), JCR Q1, 中科院2区, IF: 6.9

ECAI 2020
ECAI 2020 paper cover

Learning to Predict Charges for Legal Judgment via Self-Attentive Capsule Network

Yuquan Le*#, Congqing He*#, Meng Chen, Youzheng Wu, Bowen Zhou

* co-first author; # co-corresponding author

ECAI 2020, CCF B

🎖 Honors and Awards

  • 2023. 2nd place in Legal Case Retrieval, Challenge of AI in Law 2023.
  • 2020. 3rd place in Consumer Event-Cause Extraction, IEEE ICDM 2020.
  • 2020. 2nd place in Citation Intent Recognition, Microsoft DigSci Competition.
  • 2019. 3rd place in Similar Case Matching, CCL 2019 and Challenge of AI in Law.

🤝 Academic Services

Serving as a reviewer for multiple SCI/EI journals, including Computer Science Review, Engineering Applications of Artificial Intelligence, Information Processing & Management, Expert Systems with Applications, Journal of King Saud University - Computer and Information Sciences, Humanities & Social Sciences Communications, International Journal of Machine Learning and Cybernetics, Engineering Research Express, and PeerJ Computer Science.