| 2026 | AAAI | IROTE: Human-like Traits Elicitation of Large Language Model via In-Context Self-Reflective Optimization. | Yuzhuo Bai, Shitong Duan, Muhua Huang, Jing Yao, Zhenghao Liu, Peng Zhang, Tun Lu, Xiaoyuan Yi, Maosong Sun, Xing Xie |
| 2026 | AAAI | MoHoBench: Assessing Honesty of Multimodal Large Language Models via Unanswerable Visual Questions. | Yanxu Zhu, Shitong Duan, Xiangxu Zhang, Jitao Sang, Peng Zhang, Tun Lu, Xiao Zhou, Jing Yao, Xiaoyuan Yi, Xing Xie |
| 2026 | ACL | Chunks as Arms: Multi-Armed Bandit-Guided Sampling for Long-Context LLM Preference Optimization. | Shaohua Duan, Pengcheng Huang, Xinze Li, Zhenghao Liu, Xiaoyuan Yi, Yukun Yan, Shuo Wang, Yu Gu, Ge Yu, Maosong Sun |
| 2026 | ACL | Influence-based Online Experience Selection for Effective RLHF. | Yifan Gong, Jing Yao, Xiting Wang, Xunlong Wang, Xiaoyuan Yi, Xing Xie |
| 2026 | ACL | Can Persona-Prompted LLMs Emulate Subgroup Values? An Empirical Analysis of Generalisability and Fairness in Cultural Alignment. | Bryan Chen Zhengyu Tan, Zhengyuan Liu, Xiaoyuan Yi, Jing Yao, Xing Xie, Nancy F. Chen, Roy Ka-Wei Lee |
| 2026 | ACL | MMAC: A Multilingual, Multimodal Alignment Framework for Cultural Grounding Evaluation. | Weihua Zheng, Zhengyuan Liu, Tanmoy Chakraborty, Weiwen Xu, Xiaoxue Gao, Bryan Chen Zhengyu Tan, Bowei Zou, Chang Liu, Yujia Hu, Xing Xie, Xiaoyuan Yi, Jing Yao, Chaojun Wang, Long Li, Rui Liu, Huiyao Liu, Koji Inoue, Ryuichi Sumida, Tatsuya Kawahara, Fan Xu, Lingyu Ye, Wei Tian, Dongjun Kim, Jimin Jung, Jaehyung Seo, Nadya Yuki Wangsajaya, Pham Minh Duc, Ojasva Saxena, Palash Nandi, Xiyan Tao, Wiwik Karlina, Tuan Luong, Keertana Arun Vasan, Roy Ka-Wei Lee, Nancy F. Chen |
| 2026 | EACL | Generative Personality Simulation via Theory-Informed Structured Interview. | Pengda Wang, Huiqi Zou, Han Jiang, Hanjie Chen, Tianjun Sun, Xiaoyuan Yi, Ziang Xiao, Frederick L. Oswald |
| 2025 | ACL | Value Compass Benchmarks: A Comprehensive, Generative and Self-Evolving Platform for LLMs' Value Evaluation. | Jing Yao, Xiaoyuan Yi, Shitong Duan, Jindong Wang, Yuzhuo Bai, Muhua Huang, Yang Ou, Scarlett Li, Peng Zhang, Tun Lu, Zhicheng Dou, Maosong Sun, James Evans, Xing Xie |
| 2025 | ACL | Unintended Harms of Value-Aligned LLMs: Psychological and Empirical Insights. | Sooyung Choi, Jaehyeok Lee, Xiaoyuan Yi, Jing Yao, Xing Xie, JinYeong Bak |
| 2025 | ACL | Towards Better Value Principles for Large Language Model Alignment: A Systematic Evaluation and Enhancement. | Bingbing Xu, Jing Yao, Xiaoyuan Yi, Aishan Maoliniyazi, Xing Xie, Xiaofeng Meng |
| 2025 | ACL | MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? | Xixian Yong, Jianxun Lian, Xiaoyuan Yi, Xiao Zhou, Xing Xie |
| 2025 | ADMA | LegalDuet: Learning Fine-Grained Representations for Legal Judgment Prediction via a Dual-View Contrastive Learning. | Buqiang Xu, Xin Dai, Zhenghao Liu, Huiyuan Xie, Xiaoyuan Yi, Shuo Wang, Yukun Yan, Liner Yang, Yu Gu, Ge Yu |
| 2025 | EMNLP | MoVa: Towards Generalizable Classification of Human Morals and Values. | Ziyu Chen, Junfei Sun, Chenxi Li, Tuan Dung Nguyen, Jing Yao, Xiaoyuan Yi, Xing Xie, Chenhao Tan, Lexing Xie |
| 2025 | ICML | Raising the Bar: Investigating the Values of Large Language Models via Generative Evolving Testing. | Han Jiang, Xiaoyuan Yi, Zhihua Wei, Ziang Xiao, Shu Wang, Xing Xie |
| 2024 | EMNLP | Negating Negatives: Alignment with Human Negative Samples via Distributional Dispreference Optimization. | Shitong Duan, Xiaoyuan Yi, Peng Zhang, Yan Liu, Zheng Liu, Tun Lu, Xing Xie, Ning Gu |
| 2024 | ICLR | Denevil: towards Deciphering and Navigating the Ethical Values of Large Language Models via Instruction Learning. | Shitong Duan, Xiaoyuan Yi, Peng Zhang, Tun Lu, Xing Xie, Ning Gu |
| 2024 | IJCAI | On the Essence and Prospect: An Investigation of Alignment Approaches for Big Models. | Xinpeng Wang, Shitong Duan, Xiaoyuan Yi, Jing Yao, Shanlin Zhou, Zhihua Wei, Peng Zhang, Dongkuan Xu, Maosong Sun, Xing Xie |
| 2024 | NAACL | Value FULCRA: Mapping Large Language Models to the Multidimensional Spectrum of Basic Human Value. | Jing Yao, Xiaoyuan Yi, Yifan Gong, Xiting Wang, Xing Xie |
| 2023 | ACL | DuNST: Dual Noisy Self Training for Semi-Supervised Controllable Text Generation. | Yuxi Feng, Xiaoyuan Yi, Xiting Wang, Laks V. S. Lakshmanan, Xing Xie |
| 2023 | EMNLP | ToViLaG: Your Visual-Language Generative Model is Also An Evildoer. | Xinpeng Wang, Xiaoyuan Yi, Han Jiang, Shanlin Zhou, Zhihua Wei, Xing Xie |
| 2023 | ICLR | Unified Detoxifying and Debiasing in Language Generation via Inference-time Adaptive Optimization. | Zonghan Yang, Xiaoyuan Yi, Peng Li, Yang Liu, Xing Xie |
| 2023 | IJCAI | KEST: Kernel Distance Based Efficient Self-Training for Improving Controllable Text Generation. | Yuxi Feng, Xiaoyuan Yi, Laks V. S. Lakshmanan, Xing Xie |
| 2022 | EMNLP | Recurrence Boosts Diversity! Revisiting Recurrent Latent Variable in Transformer-Based Variational AutoEncoder for Diverse Text Generation. | Jinyi Hu, Xiaoyuan Yi, Wenhao Li, Maosong Sun, Xing Xie |
| 2022 | EMNLP | Evade the Trap of Mediocrity: Promoting Diversity and Novelty in Text Generation via Concentrating Attention. | Wenhao Li, Xiaoyuan Yi, Jinyi Hu, Maosong Sun, Xing Xie |
| 2022 | IJCAI | Clickbait Detection via Contrastive Variational Modelling of Text and Label. | Xiaoyuan Yi, Jiarui Zhang, Wenhao Li, Xiting Wang, Xing Xie |
| 2022 | KDD | Personalized Chit-Chat Generation for Recommendation Using External Chat Corpora. | Changyu Chen, Xiting Wang, Xiaoyuan Yi, Fangzhao Wu, Xing Xie, Rui Yan |
| 2022 | NAACL | Fuse It More Deeply! A Variational Transformer with Layer-Wise Latent Variable Inference for Text Generation. | Jinyi Hu, Xiaoyuan Yi, Wenhao Li, Maosong Sun, Xing Xie |
| 2021 | NAACL | Neural Quality Estimation with Multiple Hypotheses for Grammatical Error Correction. | Zhenghao Liu, Xiaoyuan Yi, Maosong Sun, Liner Yang, Tat-Seng Chua |
| 2020 | AAAI | MixPoet: Diverse Poetry Generation via Learning Controllable Mixed Latent Space. | Xiaoyuan Yi, Ruoyu Li, Cheng Yang, Wenhao Li, Maosong Sun |
| 2020 | IJCAI | Text Style Transfer via Learning Style Instance Supported Latent Space. | Xiaoyuan Yi, Zhenghao Liu, Wenhao Li, Maosong Sun |
| 2019 | ACL | Jiuge: A Human-Machine Collaborative Chinese Classical Poetry Generation System. | Zhipeng Guo, Xiaoyuan Yi, Maosong Sun, Wenhao Li, Cheng Yang, Jiannan Liang, Huimin Chen, Yuhui Zhang, Ruoyu Li |
| 2019 | IJCAI | Sentiment-Controllable Chinese Poetry Generation. | Huimin Chen, Xiaoyuan Yi, Maosong Sun, Wenhao Li, Cheng Yang, Zhipeng Guo |
| 2018 | CoNLL | Chinese Poetry Generation with a Salient-Clue Mechanism. | Xiaoyuan Yi, Ruoyu Li, Maosong Sun |
| 2018 | EMNLP | Stylistic Chinese Poetry Generation via Unsupervised Style Disentanglement. | Cheng Yang, Maosong Sun, Xiaoyuan Yi, Wenhao Li |
| 2018 | EMNLP | Automatic Poetry Generation with Mutual Reinforcement Learning. | Xiaoyuan Yi, Maosong Sun, Ruoyu Li, Wenhao Li |
| 2018 | IJCAI | Chinese Poetry Generation with a Working Memory Model. | Xiaoyuan Yi, Maosong Sun, Ruoyu Li, Zonghan Yang |