Publications

(* Equal contribution. † Corresponding author.)

ACM TOIS Generative Legal Document Retrieval in Multi-Law-Code Scenarios
Weicong Qin, Minyu Li, Yi Xu, Weijie Yu, Lifan Chen, Jun Xu, Ji-Rong Wen
EMNLP 2026 Llada-rec: Discrete diffusion for parallel semantic id generation in generative recommendation
Teng Shi, Chenglei Shen, Weijie Yu†, Shen Nie, Chongxuan Li, Xiao Zhang, Ming He, Yan Han, Jun Xu
IPM Empowering Open-Domain LLMs for Legal Document Correction via Legal Knowledge Integration and Decoding Constraints
Kepu Zhang, Weijie Yu†, Zhongxiang Sun, Weicong Qin, Jun Xu, Ji-Rong Wen
ACM TOIS Enhancing Bandit Algorithms with LLMs for Time-varying User Preferences in Streaming Recommendations
Chenglei Shen, Yi Zhan, Weijie Yu, Xiao Zhang†, Jun Xu
EMNLP 2025 Main Similarity = Value? Consultation Value Assessment and Alignment forPersonalized Search
Weicong Qin, Yi Xu, Weijie Yu†, Teng Shi, Chenglei Shen, Ming He†, Jianping Fan, Xiao Zhang, Jun Xu
[Paper]
EMNLP 2025 Findings Legal Mathematical Reasoning with LLMs: Procedural Alignment throughTwo-Stage Reinforcement Learning
Kepu Zhang, Guofu Xie, Weijie Yu†, Mingyue Xu, Xu Tang, Yaxin Li, Jun Xu
[Paper]
EMNLP 2025 Findings Beyond Guilt: Legal Judgment Prediction with Trichotomous Reasoning
Kepu Zhang, Haoyue Yang, Xu Tang, Weijie Yu†, Jun Xu
[Paper]
CIKM 2025 SyLeR: A Framework for Explicit Syllogistic Legal Reasoning in Large Language Models
Kepu Zhang, Weijie Yu†, Zhongxiang Sun, Jun Xu
[Paper]
CIKM 2025 PrLM: Learning Explicit Reasoning for Personalized RAG via Contrastive Reward Optimization
Kepu Zhang, Teng Shi, Weijie Yu†, Jun Xu
[Paper]
CIKM 2025 Benefit from Rich: Tackling Search Interaction Sparsity in Search Enhanced Recommendation
Teng Shi, Weijie Yu†, Xiao Zhang, Ming He, Jianping Fan, Jun Xu
[Paper]
RecSys 2025 MoRE: A Mixture of Reflectors Framework for Large Language Model-Based Sequential Recommendation
Weicong Qin, Yi Xu, Weijie Yu†, Chenglei Shen, Xiao Zhang, Ming He, Jianping Fan, Jun Xu
[Paper]
RecSys 2025 Paragon: Parameter Generation for Controllable Multi-Task Recommendation
Chenglei Shen, Jiahao Zhao, Xiao Zhang, Weijie Yu, Ming He, Jianping Fan
[Paper]
ACL 2025 Main MAPS: Motivation-Aware Personalized Search via LLM-Driven Consultation Alignment
Weicong Qin, Yi Xu, Weijie Yu†, Chenglei Shen, Ming He†, Jianping Fan, Xiao Zhang, Jun Xu
[Paper] [Code]
ACL 2025 Findings CitaLaw: Enhancing LLM with Citations in Legal Domain
Kepu Zhang, Weijie Yu†, Sunhao Dai, Jun Xu
[Paper]
SIGIR 2025 ReARTeR: Retrieval-Augmented Reasoning with Trustworthy Process Rewarding
Zhongxiang Sun, Qipeng Wang, Weijie Yu, Xiaoxue Zang, Kai Zheng, Jun Xu, Xiao Zhang, Song Yang, Han Li
[Paper]
Information Sciences Uncertainty-aware evidential learning for legal case retrieval with noisy correspondence
Weicong Qin, Weijie Yu†, Kepu Zhang, Haiyuan Zhao, Jun Xu, Ji-Rong Wen
[Paper]
ICLR 2025 Redeep: Detecting hallucination in retrieval-augmented generation via mechanistic interpretability
Zhongxiang Sun, Xiaoxue Zang, Kai Zheng, Yang Song, Jun Xu, Xiao Zhang, Weijie Yu, Han Li
[Paper]
COLING 2024 Logic rules as explanations for legal case retrieval
Zhongxiang Sun, Kepu Zhang, Weijie Yu†, Haoyu Wang, Jun Xu
[Paper]
SIGIR 2024 Explicitly Integrating Judgment Prediction with Legal Document Retrieval: A Law-Guided Generative Approach
Weicong Qin, Zelin Cao, Weijie Yu, Zihua Si, Sirui Chen, Jun Xu
[Paper]
SIGIR 2024 Reinforcing Long-Term Performance in Recommender Systems with User-Oriented Exploration Policy
Changshuo Zhang, Sirui Chen, Xiao Zhang, Sunhao Dai, Weijie Yu, Jun Xu
[Paper]
IEEE TKDE Explainable legal case matching via graph optimal transport
Zhongxiang Sun, Weijie Yu, Zihua Si, Jun Xu, Zhenhua Dong, Xu Chen, Hongteng Xu, Ji-Rong Wen
[Paper]
RecSys 2023 Uncovering chatgpt’s capabilities in recommender systems
Sunhao Dai, Ninglu Shao, Haiyuan Zhao, Weijie Yu, Zihua Si, Chen Xu, Zhongxiang Sun, Xiao Zhang, Jun Xu
[Paper] [Code]
COLING 2022 Optimal partial transport based sentence selection for long-form document matching
Weijie Yu, Liang Pang, Jun Xu, Bing Su, Zhenhua Dong, Ji-Rong Wen
[Paper] [Code]
SIGIR 2022 Explainable legal case matching via inverse optimal transport-based rationale extraction
Weijie Yu, Zhongxiang Sun, Jun Xu, Zhenhua Dong, Xu Chen, Hongteng Xu, Ji-Rong Wen
[Paper] [Code]
ACM/IEEE TASLP Distribution distance regularized sequence representation for text matching in asymmetrical domains
Weijie Yu, Chen Xu, Jun Xu, Liang Pang, Ji-Rong Wen
[Paper]
EMNLP 2020 Wasserstein distance regularized sequence representation for text matching in asymmetrical domains
Weijie Yu, Chen Xu, Jun Xu, Liang Pang, Xiaopeng Gao, Xiaozhao Wang, Ji-Rong Wen
[Paper]