StyleDGPT: Stylized Response Generation with Pre-trained Language Models. - Ze Yang 001; Wei Wu 014; Can Xu; Xinnian Liang; Jiaqi Bai 001; Liran Wang; Wei Wang 301; Zhoujun Li 001 (EMNLP (Findings), 2020)

Learning to Copy Coherent Knowledge for Response Generation. - Jiaqi Bai 001; Ze Yang 001; Xinnian Liang; Wei Wang 301; Zhoujun Li 001 (AAAI, 2021)

Improving Unsupervised Extractive Summarization with Facet-Aware Modeling. - Xinnian Liang; Shuangzhi Wu; Mu Li 001; Zhoujun Li 001 (ACL/IJCNLP (Findings), 2021)

Unsupervised Keyphrase Extraction by Jointly Modeling Local and Global Context. - Xinnian Liang; Shuangzhi Wu; Mu Li 001; Zhoujun Li 001 (EMNLP (1), 2021)

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 001; Zhoujun Li 001 (COLING, 2022)

Towards Modeling Role-Aware Centrality for Dialogue Summarization. - Xinnian Liang; Chao Bian 006; Shuangzhi Wu; Zhoujun Li 001 (AACL/IJCNLP (2), 2022)

Modeling Multi-Granularity Hierarchical Features for Relation Extraction. - Xinnian Liang; Shuangzhi Wu; Mu Li 001; Zhoujun Li 001 (NAACL-HLT, 2022)

Modeling Paragraph-Level Vision-Language Semantic Alignment for Multi-Modal Summarization. - Xinnian Liang; Chenhao Cui; Shuangzhi Wu; Jiali Zeng; Yufan Jiang; Zhoujun Li 001 (CoRR, 2022)

Improving Unsupervised Extractive Summarization by Jointly Modeling Facet and Redundancy. - Xinnian Liang; Jing Li; Shuangzhi Wu; Mu Li 001; Zhoujun Li 001 (IEEE ACM Trans. Audio Speech Lang. Process., 2022)

Iterative Nearest Neighbour Machine Translation for Unsupervised Domain Adaptation. - Hui Huang 021; Shuangzhi Wu; Xinnian Liang; Zefan Zhou; Muyun Yang; Tiejun Zhao (ACL (Findings), 2023)

GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking. - Jiaqi Bai 001; Hongcheng Guo; Jiaheng Liu; Jian Yang 030; Xinnian Liang; Zhao Yan; Zhoujun Li 001 (CIKM, 2023)

Enhancing Dialogue Summarization with Topic-Aware Global- and Local- Level Centrality. - Xinnian Liang; Shuangzhi Wu; Chenhao Cui; Jiaqi Bai 001; Chao Bian 006; Zhoujun Li 001 (EACL, 2023)

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 001 (EMNLP (Findings), 2023)

Learning Unified Video-Language Representations via Joint Modeling and Contrastive Learning for Natural Language Video Localization. - Chenhao Cui; Xinnian Liang; Shuangzhi Wu; Zhoujun Li 001 (IJCNN, 2023)

Towards Making the Most of LLM for Translation Quality Estimation. - Hui Huang 021; Shuangzhi Wu; Xinnian Liang; Bing Wang; Yanrui Shi; Peihao Wu; Muyun Yang; Tiejun Zhao (NLPCC (1), 2023)

KnowPrefix-Tuning: A Two-Stage Prefix-Tuning Framework for Knowledge-Grounded Dialogue Generation. - Jiaqi Bai 001; Zhao Yan; Ze Yang 001; Jian Yang 030; Xinnian Liang; Hongcheng Guo; Zhoujun Li 001 (ECML/PKDD (2), 2023)

Character, Word, or Both? Revisiting the Segmentation Granularity for Chinese Pre-trained Language Models. - Xinnian Liang; Zefan Zhou; Hui Huang 021; Shuangzhi Wu; Tong Xiao; Muyun Yang; Zhoujun Li 001; Chao Bian 006 (CoRR, 2023)

Retrieval-Augmented Classification with Decoupled Representation. - Xinnian Liang; Shuangzhi Wu; Hui Huang 021; Jiaqi Bai 001; Chao Bian 006; Zhoujun Li 001 (CoRR, 2023)

Unleashing Infinite-Length Input Capacity for Large-scale Language Models with Self-Controlled Memory System. - Xinnian Liang; Bing Wang; Hui Huang 021; Shuangzhi Wu; Peihao Wu; Lu Lu 015; Zejun Ma 001; Zhoujun Li 001 (CoRR, 2023)

KnowPrefix-Tuning: A Two-Stage Prefix-Tuning Framework for Knowledge-Grounded Dialogue Generation. - Jiaqi Bai 001; Zhao Yan; Jian Yang 030; Xinnian Liang; Hongcheng Guo; Zhoujun Li 001 (CoRR, 2023)

MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL. - Bing Wang; Changyu Ren; Jian Yang 030; Xinnian Liang; Jiaqi Bai 001; Qian-Wen Zhang; Zhao Yan; Zhoujun Li 001 (CoRR, 2023)

Unsupervised abstractive summarization via sentence rewriting. - Zhihao Zhang 004; Xinnian Liang; Yuan Zuo; Zhoujun Li 001 (Comput. Speech Lang., 2023)

Improving unsupervised keyphrase extraction by modeling hierarchical multi-granularity features. - Zhihao Zhang 004; Xinnian Liang; Yuan Zuo; Chenghua Lin (Inf. Process. Manag., 2023)

m3P: Towards Multimodal Multilingual Translation with Multimodal Prompt. - Jian Yang 030; Hongcheng Guo; Yuwei Yin; Jiaqi Bai 001; Bing Wang; Jiaheng Liu; Xinnian Liang; Linzheng Chai; Liqun Yang; Zhoujun Li 001 (LREC/COLING, 2024)

Mitigating Catastrophic Forgetting in Multi-domain Chinese Spelling Correction by Multi-stage Knowledge Transfer Framework. - Peng Xing; Yinghui Li; Shirong Ma; Xinnian Liang; Haojing Huang 001; Yangning Li; Hai-Tao Zheng 002; Wenhao Jiang; Ying Shen 001 (CoRR, 2024)

Multi-view fusion for instruction mining of large language model. - Hui Huang 021; Bing Xu; Xinnian Liang; Kehai Chen; Muyun Yang; Tiejun Zhao; Conghui Zhu (Inf. Fusion, 2024)

Multi-view fusion for universal translation quality estimation. - Hui Huang 021; Shuangzhi Wu; Kehai Chen; Xinnian Liang; Hui Di; Muyun Yang; Tiejun Zhao (Inf. Fusion, 2024)

Align vision-language semantics by multi-task learning for multi-modal summarization. - Chenhao Cui; Xinnian Liang; Shuangzhi Wu; Zhoujun Li 001 (Neural Comput. Appl., 2024)

XCOT: Cross-lingual Instruction Tuning for Cross-lingual Chain-of-Thought Reasoning. - Linzheng Chai; Jian Yang 030; Tao Sun 016; Hongcheng Guo; Jiaheng Liu; Bing Wang; Xinnian Liang; Jiaqi Bai 001; Tongliang Li; Qiyao Peng 001; Zhoujun Li 001 (AAAI, 2025)

MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL. - Bing Wang; Changyu Ren; Jian Yang 030; Xinnian Liang; Jiaqi Bai 001; Linzheng Chai; Zhao Yan; Qian-Wen Zhang; Di Yin; Xing Sun; Zhoujun Li 001 (COLING, 2025)

One Example Shown, Many Concepts Known! Counterexample-Driven Conceptual Reasoning in Mathematical LLMs. - Yinghui Li; Jiayi Kuang; Haojing Huang 001; Zhikun Xu; Xinnian Liang; Yi Yu; Wenlian Lu; Yangning Li; Xiaoyu Tan; Chao Qu; Ying Shen 001; Hai-Tao Zheng 002; et al. (CoRR, 2025)

Seed1.5-Thinking: Advancing Superb Reasoning Models with Reinforcement Learning. - Jiaze Chen; Tiantian Fan; Xin Liu 086; Lingjun Liu; Zhiqi Lin; Mingxuan Wang; Chengyi Wang; Xiangpeng Wei; Wenyuan Xu; Yufeng Yuan; Yu Yue; Lin Yan; et al. (CoRR, 2025)

AdaCoT: Pareto-Optimal Adaptive Chain-of-Thought Triggering via Reinforcement Learning. - Chenwei Lou; Zewei Sun; Xinnian Liang; Meng Qu; Wei Shen; Wenqi Wang; Yuntao Li; Qingping Yang; Shuangzhi Wu (CoRR, 2025)

What are they talking about? Benchmarking Large Language Models for Knowledge-Grounded Discussion Summarization. - Weixiao Zhou; Junnan Zhu; Gengyao Li; Xianfu Cheng; Xinnian Liang; Feifei Zhai; Zhoujun Li 001 (CoRR, 2025)

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs. - Feng He; Zijun Chen; Xinnian Liang; Tingting Ma; Yunqi Qiu; Shuangzhi Wu; Junchi Yan (CoRR, 2025)

Atomic Thinking of LLMs: Decoupling and Exploring Mathematical Reasoning Abilities. - Jiayi Kuang; Haojing Huang 001; Yinghui Li; Xinnian Liang; Zhikun Xu; Yangning Li; Xiaoyu Tan; Chao Qu; Meishan Zhang; Ying Shen 001; Philip S. Yu (CoRR, 2025)