Teaching
- Spring 2025, Neural Network and Deep Learning.
- Spring 2025, Natural Language Processing.
Research Fundings
- Large Language Model coupled Metaphor Cognitive Computation, National Natural Science Foundation of China (General Program, 2024 - 2027)
- Multitask Learning based Key Technologies of Automated Rhetoric Analysis and Essay Scoring, National Natural Science Foundation of China (General Program, 2019 - 2022)
- Chinese Metaphor Computation based on Knowledge Representation and Reasoning, Beijing Municipal Natural Science Foundation (General Program, 2019 - 2021)
- Research on Query Semantic Analysis driven Multi-level Interactive Query Intent Identification (61402304), National Natural Science Foundation of China (Youth Program, 2015 - 2017)
- Joint Modeling User Latent Attributes and Interest Preferences on Microblog, Beijing Municipal Natural Science Foundation (Youth Program, 2015 - 2016)
Publications
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Conferences
- Yilun Li, Miaomiao Cheng, Xu Han, Wei Song. Divergence-enhanced Knowledge-guided Context Optimization for Visual-Language Prompt Tuning. The Thirteenth International Conference on Learning Representations (ICLR 2025).
- Zihao Xiao, Jiefu Gong, Shijin Wang, Wei Song. Optimizing Chinese Lexical Simplification Across Word Types: A Hybrid Approach. Proceedings of the Empirical Methods in Natural Language Processing (EMNLP 2024), 15227-15239.
- 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.
- Rui Gao, Miaomiao Cheng, Xu Han, Wei Song. High-Order Semantic Alignment for Unsupervised Fine-Grained Image-Text Retrieval. LREC-COLING 2024, 8155–8165.
- Yangyu Wu, Xu Han, Wei Song, Miaomiao Cheng, Fei Li. MindMap: Constructing Evidence Chains for Multi-Step Reasoning in Large Language Models. AAAI 2024.
- Guihua Chen, Tiantian Wu, Xu Han, Miaomiao Cheng, Jiefu Gong, Shijin Wang, Wei Song. Chinese Metaphorcial Relation Extraction. Findings of the Association for Computational Linguistics: EMNLP 2023, 9301-9314.
- Sainan Jia, Wei Song, Jiefu Gong, Shijin Wang, Ting Liu. Sentence Ordering with a Coherence Verifier. Findings of the Association for Computational Linguistics: ACL 2023, 9301-9314.
- Wei Song, Shuhui Zhou, Ruiji Fu, Ting Liu, Lizhen Liu. Verb Metaphor Detection via Contextual Relation Learning. Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics (ACL 2021), 112-122.
- 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. Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics (ACL 2021), 240-248.
- Wei Song, Ziyao Song, Lizhen Liu, Ruiji Fu. Hierarchical Multi-task Learning for Organization Evaluation of Argumentative Student Essays. Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence (IJCAI-20), 3875-3881.
- Wei Song, Kai Zhang, Ruiji Fu, Lizhen Liu, Ting Liu, Miaomiao Cheng. Multi-Stage Pre-training for Automated Chinese Essay Scoring. Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP 2020), 6723-6733.
- Wei Song, Ziyao Song, Ruiji Fu, Lizhen Liu, Miaomiao Cheng, Ting Liu. Discourse Self-Attention for Discourse Element Identification in Argumentative Student Essays. Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP 2020), 2820-2830.
- Jiali Zeng, Linfeng Song, Jinsong Su, Jun Xie, Wei Song, Jiebo Luo. Neural Simile Recognition with Cyclic Multitask Learning and Local Attention. Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI-20), 9515-9522.
- Lizhen Liu, Donghai Zhang, Wei Song. Modeling Sentiment Association in Discourse for Humor Recognition. Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (ACL 2018), 586-591.
- Lizhen Liu, Xiao Hu, Wei Song, Ruiji Fu, Ting Liu, Guoping Hu. Neural Multitask Learning for Simile Recognition. Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP 2018), 1543-1553.
- Lizhen Liu, Donghai Zhang, Wei Song. Exploiting Syntactic Structures for Humor Recognition. Proceedings of the 27th International Conference on Computational Linguistics (COLING 2018) , 1875-1883.
- Wei Song, Dong Wang, Ruiji Fu, Lizhen Liu, Ting Liu, Guoping Hu. Discourse Mode Identification in Essays. Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (ACL 2017), 112-122.
- Wei Song, Ruiji Fu, Lizhen Liu, Hanshi Wang, Ting Liu. Anecdote Recognition and Recommendation. Proceedings of the International Conference on Computational Linguistics (COLING 2016), 2592-2602.
- Wei Song, Tong Liu, Ruiji Fu, Lizhen Liu, Hanshi Wang, Ting Liu. Learning to Identify Sentence Parallelism in Student Essays. Proceedings of the International Conference on Computational Linguistics (COLING 2016), 794-803.
- Wei Song, Ruiji Fu, Lizhen Liu, Ting Liu. Discourse Element Identification in Student Essays based on Global and Local Cohesion. Proceedings of the Empirical Methods in Natural Language Processing (EMNLP 2015), 2255-2261.
- Wei Song, Shiqi Zhao, Lizhen Liu et al. Exploiting Collective Hidden Structures in Webpage Titles for Open Domain Entity Extraction. Proceedings of the 24th International World Wide Web Conference (WWW 2015), 1014-1024.
- Wei Song, Qing Yu, Zhiheng Xu, Ting Liu, Sheng Li, Ji-Rong Wen. Multi-Aspect Query Summarization by Composite Query. Proceedings of the 35th ACM SIGIR Conference (SIGIR 2012), 325-334.
- Wei Song, Yu Zhang, Yubin Xie, Ting Liu, Sheng Li. Query Term Ranking based on Search Results Overlap. Proceedings of the 34th ACM SIGIR Conference (SIGIR 2011) (poster).
- Wei Song, Yu Zhang, Ting Liu, Sheng Li. Bridging Topic Modeling and Personalized Search. Proceedings of the 23rd International Conference on Computational Linguistics (COLING 2010), 1167-1175. Journals
- 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, Vol. 20, 2184-2196, 2025.
- 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.
- 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.
- Wei Song, Lizhen Liu. Representation Learning in Discourse Parsing: A Survey. SCIENCE CHINA Technological Sciences, Vol. 63, No. 10: 1921-1946, 2020.
- Wei Song, Ying Liu，Lizhen Liu， Hanshi Wang. Semantic Composition of Distributed Representations for Query Subtopic Mining. Frontiers of Information Technology & Electronic Engineering, 19 (11), 1409-1419, 2018.
- 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.
- Lizhen Liu, Junjun Cui, Wei Song, Hanshi Wang. Multi-domain Collaborative Recommendation with Feature Selection. China Communications, issue 8, 137-148, 2017.
- Lizhen Liu, Wei Song, Chuchu Li, Hanshi Wang, Jingli Lu. A Novel Feature-based Method for Sentiment Analysis of Chinese Product Reviews. China Communications, 11(3), 154-164, 2014. Workshop papers
- 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.
- Wei Song, Wenbin Xu, Lizhen Liu, Hanshi Wang. CNU System in NTCIR-11 IMine Task. In Proceedings of NTCIR-11 Workshop Meeting, December, Tokyo, Japan, 2014.
- Wei Song, Yu Zhang, Handong Gao, Ting Liu, Sheng Li. HITSCIR System in NTCIR-9 Subtopic Mining Task. In Proceedings of NTCIR-9 Workshop Meeting, December 6-9, Tokyo, Japan, 2011.