| 2025 | AAAI | XCOT: Cross-lingual Instruction Tuning for Cross-lingual Chain-of-Thought Reasoning. | Linzheng Chai, Jian Yang, Tao Sun, Hongcheng Guo, Jiaheng Liu, Bing Wang, Xinnian Liang, Jiaqi Bai, Tongliang Li, Qiyao Peng, Zhoujun Li |
| 2025 | COLING | MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL. | Bing Wang, Changyu Ren, Jian Yang, Xinnian Liang, Jiaqi Bai, Linzheng Chai, Zhao Yan, Qian-Wen Zhang, Di Yin, Xing Sun, Zhoujun Li |
| 2025 | DASFAA | SCM: Enhancing Large Language Model with Self-Controlled Memory Framework. | Bing Wang, Xinnian Liang, Jian Yang, Hui Huang, Zhenhe Wu, Shuangzhi Wu, Zejun Ma, Zhoujun Li |
| 2025 | EMNLP | MKT: A Multi-Stage Knowledge Transfer Framework to Mitigate Catastrophic Forgetting in Multi-Domain Chinese Spelling Correction. | Peng Xing, Yinghui Li, Shirong Ma, Xinnian Liang, Haojing Huang, Yangning Li, Shu-Yu Guo, Hai-Tao Zheng, Wenhao Jiang, Ying Shen |
| 2025 | ICML | One Example Shown, Many Concepts Known! Counterexample-Driven Conceptual Reasoning in Mathematical LLMs. | Yinghui Li, Jiayi Kuang, Haojing Huang, Zhikun Xu, Xinnian Liang, Yi Yu, Wenlian Lu, Yangning Li, Xiaoyu Tan, Chao Qu, Ying Shen, Hai-Tao Zheng, Philip S. Yu |
| 2025 | IJCNLP | What Are They Talking About? A Benchmark of Knowledge-Grounded Discussion Summarization. | Weixiao Zhou, Junnan Zhu, Gengyao Li, Xianfu Cheng, Xinnian Liang, Feifei Zhai, Zhoujun Li |
| 2024 | COLING | m3P: Towards Multimodal Multilingual Translation with Multimodal Prompt. | Jian Yang, Hongcheng Guo, Yuwei Yin, Jiaqi Bai, Bing Wang, Jiaheng Liu, Xinnian Liang, Linzheng Chai, Liqun Yang, Zhoujun Li |
| 2023 | ACL | Iterative Nearest Neighbour Machine Translation for Unsupervised Domain Adaptation. | Hui Huang, Shuangzhi Wu, Xinnian Liang, Zefan Zhou, Muyun Yang, Tiejun Zhao |
| 2023 | CIKM | GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking. | Jiaqi Bai, Hongcheng Guo, Jiaheng Liu, Jian Yang, Xinnian Liang, Zhao Yan, Zhoujun Li |
| 2023 | EACL | Enhancing Dialogue Summarization with Topic-Aware Global- and Local- Level Centrality. | Xinnian Liang, Shuangzhi Wu, Chenhao Cui, Jiaqi Bai, Chao Bian, Zhoujun Li |
| 2023 | EMNLP | Multi-Stage Pre-training Enhanced by ChatGPT for Multi-Scenario Multi-Domain Dialogue Summarization. | Weixiao Zhou, Gengyao Li, Xianfu Cheng, Xinnian Liang, Junnan Zhu, Feifei Zhai, Zhoujun Li |
| 2023 | IJCNN | Learning Unified Video-Language Representations via Joint Modeling and Contrastive Learning for Natural Language Video Localization. | Chenhao Cui, Xinnian Liang, Shuangzhi Wu, Zhoujun Li |
| 2022 | COLING | An Efficient Coarse-to-Fine Facet-Aware Unsupervised Summarization Framework Based on Semantic Blocks. | Xinnian Liang, Jing Li, Shuangzhi Wu, Jiali Zeng, Yufan Jiang, Mu Li, Zhoujun Li |
| 2022 | IJCNLP | Towards Modeling Role-Aware Centrality for Dialogue Summarization. | Xinnian Liang, Chao Bian, Shuangzhi Wu, Zhoujun Li |
| 2022 | NAACL | Modeling Multi-Granularity Hierarchical Features for Relation Extraction. | Xinnian Liang, Shuangzhi Wu, Mu Li, Zhoujun Li |
| 2021 | AAAI | Learning to Copy Coherent Knowledge for Response Generation. | Jiaqi Bai, Ze Yang, Xinnian Liang, Wei Wang, Zhoujun Li |
| 2021 | ACL | Improving Unsupervised Extractive Summarization with Facet-Aware Modeling. | Xinnian Liang, Shuangzhi Wu, Mu Li, Zhoujun Li |
| 2021 | EMNLP | Unsupervised Keyphrase Extraction by Jointly Modeling Local and Global Context. | Xinnian Liang, Shuangzhi Wu, Mu Li, Zhoujun Li |
| 2020 | EMNLP | StyleDGPT: Stylized Response Generation with Pre-trained Language Models. | Ze Yang, Wei Wu, Can Xu, Xinnian Liang, Jiaqi Bai, Liran Wang, Wei Wang, Zhoujun Li |