李军辉

教授
苏州大学/计算机科学与技术学院/自然语言处理实验室
邮箱: jhli at suda.edu.cn
办公地址: 理工楼413室

论文发表

2026

Cross-Preference Learning for Sentence-Level and Context-Aware Machine Translation PDF
Ying Li, Xinglin Lyu, Junhui Li, Jinlong Yang, Hengchao Shang, Min Zhang, Shimin Tao, Daimeng Wei
In Proceedings of EMNLP 2026.

Evaluating Coreference Consistency in Chinese-to-English Dialogue Translation PDF
Xu Yang, Zhengxian Gong, Junhui Li, Jinlong Yang, Min Zhang, Shimin Tao, Daimeng Wei
In Proceedings of EMNLP 2026.

STAR: Sentence Translation Alignment Rate for Document-to-Document Machine Translation PDF
Yichen Dong, Hao Wang, Junhui Li, Linlong Xu, Longyue Wang, Weihua Luo
In Findings of EMNLP 2026.

MMLongEmbed: Benchmarking Multimodal Embedding Models in Long-Context Scenarios PDF
Haitian Wang, Ruoxi Sun, Quantong Qiu, Juntao Li, Junhui Li, Hua Chen, Jinxiong Chang, Min Zhang
In Proceedings of EMNLP 2026.

FinGuard: Detecting Financial Regulatory Non-Compliance in LLM Interactions PDF
Huaixia Dou, Jie Zhu, Minghao Wu, Shuo Jiang, Junhui Li, Lifan Guo, Feng Chen, Chi Zhang
In Findings of EMNLP 2026.

FinMCP-Bench: Benchmarking LLM Agents for Real-World Financial Tool Use Under the Model Context Protocol PDF
Jie Zhu, Yimin Tian, Boyang Li, Kehao Wu, Zhongzhi Liang, Junhui Li, Xianyin Zhang, Lifan Guo, Feng Chen, Yong Liu, Chi Zhang
In Proceedings of ICASSP 2026.

Care: Cognitive-reasoning augmented reinforcement for emotional support conversation PDF
Jie Zhu, Yuanchen Zhou, Shuo Jiang, Junhui Li, Lifan Guo, Feng Chen, Chi Zhang, Fang Kong
In Proceedings of ICASSP 2026.

Fin-PRM: A Domain-Specialized Process Reward Model for Financial Reasoning in Large Language Models PDF
Jie Zhu, Yuanchen Zhou, Shuo Jiang, Junhui Li, Lifan Guo, Feng Chen, and Chi Zhang
In Proceedings of IJCAI 2026.

Evaluating, Synthesizing, and Enhancing for Customer Support Conversation PDF
Jie Zhu, Huaixia Dou, Junhui Li, Lifan Guo, Feng Chen, Chi Zhang, and Fang Kong
In Proceedings of AAAI 2026.

Multiphase and Multitask Prompt Tuning for LLM-Based Context-Aware Machine Translation PDF
Xinglin Lyu, Junhui Li, Daimeng Wei, Min Zhang, Shimin Tao, Hao Yang, and Min Zhang
IEEE Transactions on Neural Networks and Learning Systems (Volume: 37).

A Unified Framework for Document-Level Translation and Repair With Global Awareness PDF
Xinglin Lyu, Junhui Li, Mengxin Ren, Xiang Geng, Daimeng Wei, Min Zhang, Shimin Tao, Hao Yang, and Min Zhang
IEEE Transactions on Audio, Speech and Language Processing (Volume: 34).

Enhancing Document-level Translation of Large Language Model via Translation Mixed-instructions PDF
Yachao Li, Junhui Li, Jing Jiang, and Min Zhang
Neurocomputing (Volume 664).

2025

Two Intermediate Translations Are Better Than One: Fine-tuning LLMs for Document-level Translation Refinement PDF
Yichen Dong, Xinglin Lyu, Junhui Li, Daimeng Wei, Min Zhang, Shimin Tao, and Hao Yang
In Proceedings of ACL 2025.

FaithfulRAG: Fact-Level Conflict Modeling for Context-Faithful Retrieval-Augmented Generation PDF
Qinggang Zhang, Zhishang Xiang, Yilin Xiao, Le Wang, Junhui Li, Xinrun Wang, and Jinsong Su
In Proceedings of ACL 2025.

Locate-and-Focus: Enhancing Terminology Translation in Speech Language Models PDF
Suhang Wu, Jialong Tang, Chengyi Yang, Pei Zhang, Baosong Yang, Junhui Li, Junfeng Yao, Min Zhang, and Jinsong Su
In Proceedings of ACL 2025.

M3FinMeeting: A Multilingual, Multi-Sector, and Multi-Task Financial Meeting Understanding Evaluation Datase PDF
Jie Zhu, Junhui Li, Yalong Wen, Xiandong Li, Lifan Guo, and Feng Chen
In Findings of ACL 2025.

DoCIA: An Online Document-Level Context Incorporation Agent for Speech Translation PDF
Xinglin Lyu, Wei Tang, Yuang Li, Xiaofeng Zhao, Ming Zhu, Junhui Li, Yunfei Lu, Min Zhang, Daimeng Wei, Hao Yang, and Min Zhang
In Findings of ACL 2025.

Improving End-to-End Speech-to-Text Translation With Document-Level Context PDF
Xinyu Tian, Haoran Wei, Zhengxian Gong, Junhui Li, and Jun Xie
IEEE Transactions on Audio, Speech and Language Processing (Volume: 33).

DialoguePFM: Prompt-based Fusion Model for Emotion Recognition in Conversation PDF
Yu Tian, Junhui Li, Suyang Zhu, and Guodong Zhou
ACM Transactions on Asian and Low-Resource Language Information Processing (Volume 24).

Improving LLM-based Document-level Machine Translation with Multi-Knowledge Fusion PDF
Bin Liu, Xinglin Lyu, Junhui Li, Daimeng Wei, Min Zhang, Shimin Tao, and Hao Yang
In Proceedings of NLPCC 2025.

文档级神经机器翻译综述 PDF
吕星林, 李军辉, 陶仕敏, 杨浩, 张民
软件学报, 2025年第36卷第1期.

毕业学生 (2026)

董屹晨(毕业去向: 猿辅导)
刘 斌(毕业去向: 科大讯飞)
黄梓钧(毕业去向: 同花顺)
杨 旭(毕业去向: 得物)
朱 烨(毕业去向: 天一中学)
李昊峰(毕业去向: 华为)

毕业学生 (2025)

窦怀厦(毕业去向: 阿里云)
吕孟哲(毕业去向: 荣耀)
田 宇(毕业去向: 海尔)