| 2026 | ACL | Beyond Detection: Evaluating Fallacy Awareness of LLMs in Interactive Scenarios. | Conghui Niu, Ningxin Wu, Ziran Zhao, Dong Yu, Chen Kang, Pengyuan Liu |
| 2026 | ACL | SPAGBias: Uncovering and Tracing Structured Spatial Gender Bias in Large Language Models. | Binxian Su, Haoye Lou, Shucheng Zhu, Weikang Wang, Ying Liu, Dong Yu, Pengyuan Liu |
| 2026 | CHI | "I Want My Own Space, but I Want to Be Understood": The Adolescent Emotional Communication Dilemma in Hospitals. | Liuping Wang, Mingjing Wu, Shengmin Zhao, Wenhui Kang, Jin Huang, Chenglei Yang, Dong Yu, Pengyuan Liu |
| 2026 | WWW | Bringing Reasoning to Generative Recommendation Through the Lens of Cascaded Ranking. | Xinyu Lin, Pengyuan Liu, Wenjie Wang, Yicheng Hu, Chen Xu, Fuli Feng, Qifan Wang, Tat-Seng Chua |
| 2025 | COLING | What's the most important value? INVP: INvestigating the Value Priorities of LLMs through Decision-making in Social Scenarios. | Xuelin Liu, Pengyuan Liu, Dong Yu |
| 2025 | EMNLP | Investigating Value-Reasoning Reliability in Small Large Language Models. | Xia Du, Shuhan Sun, Pengyuan Liu, Dong Yu |
| 2025 | EMNLP | Attribution and Application of Multiple Neurons in Multimodal Large Language Models. | Feiyu Wang, Ziran Zhao, Dong Yu, Pengyuan Liu |
| 2024 | ACL | MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data Visualization. | Zhiyu Yang, Zihan Zhou, Shuo Wang, Xin Cong, Xu Han, Yukun Yan, Zhenghao Liu, Zhixing Tan, Pengyuan Liu, Dong Yu, Zhiyuan Liu, Xiaodong Shi, Maosong Sun |
| 2024 | EMNLP | Evaluating Moral Beliefs across LLMs through a Pluralistic Framework. | Xuelin Liu, Yanfei Zhu, Shucheng Zhu, Pengyuan Liu, Ying Liu, Dong Yu |
| 2022 | COLING | From Polarity to Intensity: Mining Morality from Semantic Space. | Chunxu Zhao, Pengyuan Liu, Dong Yu |
| 2022 | IJCNN | Perception and Cognition Matters: A new light on sentiment analysis task. | Shiya Peng, Ying Wang, Dong Yu, Pengyuan Liu |
| 2022 | IJCNN | Contrastive Learning Based Visual Representation Enhancement for Multimodal Machine Translation. | Shike Wang, Wen Zhang, Wenyu Guo, Dong Yu, Pengyuan Liu |
| 2022 | LREC | CLGC: A Corpus for Chinese Literary Grace Evaluation. | Yi Li, Dong Yu, Pengyuan Liu |
| 2021 | PACLIC | A Comparative Study of Collocation Extraction Methods from the Perspectives of Vocabulary and Grammar: A Case Study in the Field of Journalism. | Lulu Gu, Yue Pan, Pengyuan Liu |
| 2020 | PACLIC | Imbalanced Chinese Multi-label Text Classification Based on Alternating Attention. | Hongliang Bi, Han Hu, Pengyuan Liu |
| 2020 | PACLIC | Sensorimotor Enhanced Neural Network for Metaphor Detection. | Mingyu Wan, Baixi Xing, Qi Su, Pengyuan Liu, Chu-Ren Huang |
| 2019 | PAKDD | Sentiment Analysis Based on LSTM Architecture with Emoticon Attention. | Changliang Li, Changsong Li, Pengyuan Liu |
| 2015 | PACLIC | A Corpus-based Comparatively Study on the Semantic Features and Syntactic patterns of Yu/Hi in Mandarin Chinese. | Yuncui Zhang, Pengyuan Liu |
| 2011 | CIS | Another View of the Features in Supervised Chinese Word Sense Disambiguation. | Pengyuan Liu |
| 2010 | COLING | Combining Constituent and Dependency Syntactic Views for Chinese Semantic Role Labeling. | Shiqi Li, Qin Lu, Tiejun Zhao, Pengyuan Liu, Hanjing Li |
| 2010 | COLING | Head-modifier Relation based Non-lexical Reordering Model for Phrase-Based Translation. | Shui Liu, Sheng Li, Tiejun Zhao, Min Zhang, Pengyuan Liu |