宋巍

yl9193永利教授，博士生导师 （邮箱：wsong AT cnu.edu.cn）

个人简介

       毕业于哈尔滨工业大学赛尔实验室（SCIR），获博士学位，在哈工大计算机系获得硕士与学士学位。2013年至今在yl9193永利工作。

       主要研究方向为语言视觉多模态大模型和智能教育。近期研究兴趣包括语言认知计算、语言智能体和跨模态表示学习。主持国家自然科学基金3项、北京市自然科学基金2项和北京市教委项目。在ACL、ICLR、IJCAI、SIGIR、WWW、EMNLP、AAAI、COLING、TASLP、中国科学等国际顶级学术会议和期刊发表第一作者或通讯作者论文30余篇。曾获北京市高等公司产品成果奖二等奖、黑龙江省科技发明二等奖、北京市优秀本科毕业设计（论文）指导教师、永利官网青年教师优秀教学奖、永利官网青年教师教学基本功竞赛优秀奖、永利官网青年标兵等科研和教学奖励。

       现为中国中文信息学会计算语言学专委会委员、社会媒体计算专委会委员、青年工作委员会委员、北京人工智能学会理事。担任ACL、EMNLP、COLING、NAACL、TASLP、TOIS等国际顶级会议和期刊的审稿人或领域主席。

研究兴趣

• 语言认知计算：大语言模型耦合的创造性语言理解、生成与认知推理

• 语言视觉多模态信息处理：文本、视觉跨媒体、可迁移表征学习

• 自然语言处理的教育应用：篇章分析、文本简化、智能写作评阅与辅助系统

主讲课程

• 本科生课程：自然语言处理

• 研究生课程：神经网络与深度学习

主持科研项目

• 大语言模型耦合的隐喻认知计算，国家自然科学基金面上项目（2024.1-2027.12）

• 基于多任务学习的自动修辞分析与作文评分关键技术研究，国家自然科学基金面上项目（2019.1-2022.12）

• 基于知识表示与推理的中文隐喻计算，北京市自然科学基金面上项目（2019.1-2021.12）

• 查询语义分析驱动的多层次交互式查询意图识别技术研究，国家自然科学基金青年项目（2015.1-2017.12） 

• 微博用户隐藏属性与兴趣偏好的联合建模研究，北京市自然科学基金青年项目（2015.1-2016.12）

• 语文教学智能语言处理平台，北京市科技创新平台建设项目（2020.1-2020.12）

• 面向实体查询的用户搜索意图识别研究，北京市教育委员会科技发展计划面上项目（2016.1-2018.12）

近年来发表论文

国际顶级会议论文

• Yilun Li, Miaomiao Cheng, Xu Han, Wei Song. Divergence-enhanced Knowledge-guided Context Optimization for Visual-Language Prompt Tuning. ICLR 2025.

• Yangyu Wu, Xu Han, Wei Song, Miaomiao Cheng, Fei Li. MindMap: Constructing Evidence Chains for Multi-Step Reasoning in Large Language Models. AAAI 2024, 19270-19278. (CCF A)

• Zihao Xiao, Jiefu Gong, Shijin Wang, Wei Song. Optimizing Chinese Lexical Simplification Across Word Types: A Hybrid Approach. EMNLP 2024, 15227-15239. (CCF-B) 

• Rui Gao, Miaomiao Cheng, Xu Han, Wei Song. High-order Semantic Alignment for Unsupervised Fine-Grained Image-Text Retrieval. COLING 2024, 8155-8165. (CCF B)

• Na Jiang, Yuxuan Qiu, Wei Song, Jiawei Liu, Zhiping Shi, Liyang Wang. Joint Visual-Textual Reasoning and Visible-Infrared Modality Alignment for Person Re-Identification. ICME 2024, 1-6.  (CCF-B)

• Sainan Jia, Wei Song, Jiefu Gong, Shijin Wang, Ting Liu. Sentence Ordering with a Coherence Verifier. ACL 2023 (Findings), 9301-9314. (CCF A)

• Guihua Chen, Tiantian Wu, Xu Han, Miaomiao Cheng, Jiefu Gong, Shijin Wang, Wei Song. Chinese Metaphorical Relation Extraction. EMNLP 2023 (Findings), 9301-9314. (CCF B)

• Wei Song, Shuhui Zhou, Ruiji Fu, Ting Liu, Lizhen Liu. Verb Metaphor Detection via Contextual Relational Learning. ACL 2021, 4240-4150. (CCF A) 

• Jiefu Gong, Xiao Hu, Wei Song, Ruiji Fu, Zhichao Sheng, Bo Zhu, Shijin Wang, Ting Liu. IFlyEA: A Chinese Essay Assessment System with Automated Rating, Review Generation, and Recommendation. ACL 2021, 240-248 (CCF-A)

• Wei Song, Ziyao Song, Lizhen Liu, Ruiji Fu. Hierarchical Multi-task Learning for Organization Evaluation of Argumentative Student Essays. IJCAI 2020, 3875-3881. (CCF A)

• Wei Song, Kai Zhang, Ruiji Fu, Lizhen Liu, Ting Liu, Miaomiao Cheng. Multi-Stage Pre-training for Automated Chinese Essay Scoring. EMNLP 2020, 6723-6733. (CCF B)

• Wei Song, Ziyao Song, Ruiji Fu, Lizhen Liu, Miaomiao Cheng, Ting Liu. Discourse Self-Attention for Discourse Element Identification in Argumentative Student Essays. EMNLP 2020, 2820-2830. (CCF B)

• Jiali Zeng, Linfeng Song, Jinsong Su, Jun Xie, Wei Song, Jiebo Luo. Neural Simile Recognition with Cyclic Multitask Learning and Local Attention, AAAI 2020, 9515-9522. (CCF A)

• Lizhen Liu, Donghai Zhang, Wei Song. Modeling Sentiment Association in Discourse for Humor Recognition. ACL 2018, 586-591. (CCF A)

• Lizhen Liu, Xiao Hu, Wei Song, Ruiji Fu, Ting Liu, Guoping Hu. Neural Multitask Learning for Simile Recognition. EMNLP 2018, 1543-1553. (CCF B)

• Lizhen Liu, Donghai Zhang, Wei Song. Exploiting Syntactic Structures for Humor Recognition. COLING 2018, 1875-1883. (CCF B)

• Wei Song, Dong Wang, Ruiji Fu, Lizhen Liu, Ting Liu, Guoping Hu. Discourse Mode Identification in Essays. ACL 2017, 112-122. (CCF A)

• Wei Song, Ruiji Fu, Lizhen Liu, Hanshi Wang, Ting Liu. Anecdote Recognition and Recommendation. COLING 2016, 2592–2602. (CCF B)

• Wei Song, Tong Liu, Ruiji Fu, Lizhen Liu, Hanshi Wang, Ting Liu. Learning to Identify Sentence Parallelism in Student Essays. COLING 2016, 794-803. (CCF B)

• Wei Song, Shiqi Zhao, Chao Zhang, Hua Wu, Haifeng Wang, Lizhen Liu, Hanshi Wang. Exploiting Collective Hidden Structures in Webpage Titles for Open Domain Entity Extraction. WWW 2015, 1014-1024. (CCF A)

• Wei Song, Ruiji Fu, Lizhen Liu, Ting Liu. Discourse Element Identification in Student Essays based on Global and Local Cohesion. EMNLP 2015, 2255-2261. (CCF B)

• Wei Song, Qing Yu, Zhiheng Xu, Ting Liu, Sheng Li, Ji-Rong Wen.   Multi-Aspect Query Summarization by Composite Query. SIGIR 2012, 325-334. (CCF A) 

• Wei Song, Yu Zhang, Yubin Xie, Ting Liu, Sheng Li.   Query Term Ranking based on Search Results Overlap.  SIGIR 2011. (CCF A) 

• Wei Song, Yu Zhang, Ting Liu, Sheng Li.   Bridging Topic Modeling and Personalized Search. COLING 2010, 1167-1175. (CCF B)

重要国际期刊

• Yuxuan Qiu, Liyang Wang, Wei Song, Jiawei Liu, Zhiping Shi, Na Jiang. Advancing Visible-Infrared Person Re-Identification: Synergizing Visual-Textual Reasoning and Cross-Modal Feature Alignment, IEEE Transactions on Information Forensics and Security, 2025 (CCF-A, SCI) 

• Wei Song，Hongfei Han, Xu Han, Miaomiao Cheng, Jiefu Gong, Shijin Wang, Ting Liu. Discriminative Explicit Instance Selection for Implicit Discourse Relation Classification. Frontiers of Computer Science, 18 (4), 1-10, 2024. (CCF B, SCI)

• Wei Song, Jingjin Guo, Ruiji Fu, Ting Liu, Lizhen Liu. A Knowledge Graph Embedding Approach for Metaphor Processing, IEEE/ACM Transactions on Audio, Speech and Language Processing, Vol 29: 406 - 420, 2021. (CCF B, SCI)

• Wei Song, Lizhen Liu. Representation Learning in Discourse Parsing: A Survey. SCIENCE CHINA Technological Sciences, Vol. 63, No. 10: 1921–1946, 2020. (SCI)

• Wei Song, Ying Liu , Lizhen Liu. Semantic Composition of Distributed Representations for Query Subtopic Mining. Frontiers of Information Technology & Electronic Engineering, 2018, Vol(19), No.11, 1409-1419. (CCF C, SCI)

• Lizhen Liu，Junjun Cui, Wei Song, Hanshi Wang. Multi-domain Collaborative Recommendation with Feature Selection, China Communications, 2017, Vol.14, No.8:137-148. (SCI)

• Lizhen Liu, Wei Song, Hanshi Wang, Chuchu Li, Jingli Lu. Feature-based Methods for Sentiment Analysis of Chinese Product Reviews. China Communications, 2014, 11(3): 154-164. (SCI)

• Lizhen Liu, Xiaowu Sun, Wei Song, Chao Du. A method for predicting protein complexes from dynamic weighted protein–protein interaction networks, Journal of Computational Biology, 25 (6), 586-605, 2018. (SCI)

中文核心期刊

• 肖子豪，程苗苗，巩捷甫，王士进，韩旭，宋巍. 基于提示微调的汉语词汇简化研究[J]. 中文信息学报. 2024, 38(8), 34-43. (CCF B)

• 武阗阗,宋子尧,韩旭,程苗苗,巩捷甫,王士进,宋巍. 员工议论文中的比喻论证作用分析[J]. 中文信息学报. 2023, 37(10): 158-166. (CCF B)

• 王士进,巩捷甫,汪意发,宋巍,陈志刚,魏思. 基于要点匹配的文科主观题通用评分[J]. 中文信息学报. 2023, 37(6): 165-178. (CCF B)

• 魏思,巩捷甫,王士进,宋巍,宋子尧.利用深层语言分析改进中文作文自动评分方法[J]. 中文信息学报. 2022, 36(4), 111-123. (CCF B)

Workshop论文

• Ruiji Fu, Zhengqi Pei, Jiefu Gong, Wei Song, Dechuan Teng, Wanxiang Che, Shijin Wang, Guoping Hu,Ting Liu. Chinese grammatical error diagnosis using statistical and prior knowledge driven features with probabilistic ensemble enhancement, the 5th Workshop on Natural Language Processing Techniques for Educational Applications, 2018. (国际中文语法纠错比赛第一名)

• Zhiming Chen, Wei Song, Lizhen Liu. TRANSRW at SemEval-2018 Task 12: Transforming Semantic Representations for Argument Reasoning Comprehension, the 12th International Workshop on Semantic Evaluation, 1142-1145, 2018.

• Wei Song, Wenbin Xu, Lizhen Liu, Hanshi Wang. Global Semantic Expansion for Hierarchical Query Intent Identification, NTCIR-11 Workshop 2014.

• Wei Song, Yu Zhang, Handong Gao, Ting Liu, Sheng Li. HITSCIR System in NTCIR-9 Subtopic Mining Task, NTCIR-9 Workshop, 2011.

专著

1. 新一代人工智能系列教材《自然语言处理》第11章《篇章分析》作者，高等教育出版社

2. 译著《文本数据管理与分析-信息检索与文本挖掘的实用导论》，机械工业出版社