Xinnian Liang

48 papers A* 3A 2B 3Journal 27Unranked 13
YearRankTypeTitle / Venue / Authors
2025 J jnl
AdaCoT: Pareto-Optimal Adaptive Chain-of-Thought Triggering via Reinforcement Learning.
CoRR
Chenwei Lou, Zewei Sun, Xinnian Liang, Meng Qu, Wei Shen, Wenqi Wang, Yuntao Li, Qingping Yang, Shuangzhi Wu
2025 J jnl
Atomic Thinking of LLMs: Decoupling and Exploring Mathematical Reasoning Abilities.
CoRR
Jiayi Kuang, Haojing Huang, Yinghui Li, Xinnian Liang, Zhikun Xu, Yangning Li, Xiaoyu Tan, Chao Qu, Meishan Zhang, Ying Shen, Philip S. Yu
2025 B conf
MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL.
COLING
Bing Wang, Changyu Ren, Jian Yang, Xinnian Liang, Jiaqi Bai, Linzheng Chai, Zhao Yan, Qian-Wen Zhang, Di Yin, Xing Sun, Zhoujun Li
2025 — conf
MKT: A Multi-Stage Knowledge Transfer Framework to Mitigate Catastrophic Forgetting in Multi-Domain Chinese Spelling Correction.
EMNLP (Industry Track)
Peng Xing, Yinghui Li, Shirong Ma, Xinnian Liang, Haojing Huang, Yangning Li, Shu-Yu Guo, Hai-Tao Zheng, Wenhao Jiang, Ying Shen
2025 A* conf
One Example Shown, Many Concepts Known! Counterexample-Driven Conceptual Reasoning in Mathematical LLMs.
ICML
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 J jnl
One Example Shown, Many Concepts Known! Counterexample-Driven Conceptual Reasoning in Mathematical LLMs.
CoRR
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 J jnl
ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs.
CoRR
Feng He, Zijun Chen, Xinnian Liang, Tingting Ma, Yunqi Qiu, Shuangzhi Wu, Junchi Yan
2025 — conf
SCM: Enhancing Large Language Model with Self-Controlled Memory Framework.
DASFAA (6)
Bing Wang, Xinnian Liang, Jian Yang, Hui Huang, Zhenhe Wu, Shuangzhi Wu, Zejun Ma, Zhoujun Li
2025 — conf
What Are They Talking About? A Benchmark of Knowledge-Grounded Discussion Summarization.
IJCNLP-AACL (long papers)
Weixiao Zhou, Junnan Zhu, Gengyao Li, Xianfu Cheng, Xinnian Liang, Feifei Zhai, Zhoujun Li
2025 J jnl
What are they talking about? Benchmarking Large Language Models for Knowledge-Grounded Discussion Summarization.
CoRR
Weixiao Zhou, Junnan Zhu, Gengyao Li, Xianfu Cheng, Xinnian Liang, Feifei Zhai, Zhoujun Li
2025 A* conf
XCOT: Cross-lingual Instruction Tuning for Cross-lingual Chain-of-Thought Reasoning.
AAAI
Linzheng Chai, Jian Yang, Tao Sun, Hongcheng Guo, Jiaheng Liu, Bing Wang, Xinnian Liang, Jiaqi Bai, Tongliang Li, Qiyao Peng, Zhoujun Li
2024 J jnl
Align vision-language semantics by multi-task learning for multi-modal summarization.
Neural Comput. Appl.
Chenhao Cui, Xinnian Liang, Shuangzhi Wu, Zhoujun Li
2024 J jnl
Mitigating Catastrophic Forgetting in Multi-domain Chinese Spelling Correction by Multi-stage Knowledge Transfer Framework.
CoRR
Peng Xing, Yinghui Li, Shirong Ma, Xinnian Liang, Haojing Huang, Yangning Li, Hai-Tao Zheng, Wenhao Jiang, Ying Shen
2024 J jnl
Multi-view fusion for instruction mining of large language model.
Inf. Fusion
Hui Huang, Bing Xu, Xinnian Liang, Kehai Chen, Muyun Yang, Tiejun Zhao, Conghui Zhu
2024 J jnl
Multi-view fusion for universal translation quality estimation.
Inf. Fusion
Hui Huang, Shuangzhi Wu, Kehai Chen, Xinnian Liang, Hui Di, Muyun Yang, Tiejun Zhao
2024 — conf
m3P: Towards Multimodal Multilingual Translation with Multimodal Prompt.
LREC/COLING
Jian Yang, Hongcheng Guo, Yuwei Yin, Jiaqi Bai, Bing Wang, Jiaheng Liu, Xinnian Liang, Linzheng Chai, Liqun Yang, Zhoujun Li
2024 J jnl
m3P: Towards Multimodal Multilingual Translation with Multimodal Prompt.
CoRR
Jian Yang, Hongcheng Guo, Yuwei Yin, Jiaqi Bai, Bing Wang, Jiaheng Liu, Xinnian Liang, Linzheng Chai, Liqun Yang, Zhoujun Li
2024 J jnl
xCoT: Cross-lingual Instruction Tuning for Cross-lingual Chain-of-Thought Reasoning.
CoRR
Linzheng Chai, Jian Yang, Tao Sun, Hongcheng Guo, Jiaheng Liu, Bing Wang, Xinnian Liang, Jiaqi Bai, Tongliang Li, Qiyao Peng, Zhoujun Li
2023 J jnl
Character, Word, or Both? Revisiting the Segmentation Granularity for Chinese Pre-trained Language Models.
CoRR
Xinnian Liang, Zefan Zhou, Hui Huang, Shuangzhi Wu, Tong Xiao, Muyun Yang, Zhoujun Li, Chao Bian
2023 A conf
Enhancing Dialogue Summarization with Topic-Aware Global- and Local- Level Centrality.
EACL
Xinnian Liang, Shuangzhi Wu, Chenhao Cui, Jiaqi Bai, Chao Bian, Zhoujun Li
2023 J jnl
Enhancing Dialogue Summarization with Topic-Aware Global- and Local- Level Centrality.
CoRR
Xinnian Liang, Shuangzhi Wu, Chenhao Cui, Jiaqi Bai, Chao Bian, Zhoujun Li
2023 A conf
GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking.
CIKM
Jiaqi Bai, Hongcheng Guo, Jiaheng Liu, Jian Yang, Xinnian Liang, Zhao Yan, Zhoujun Li
2023 J jnl
GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking.
CoRR
Jiaqi Bai, Hongcheng Guo, Jiaheng Liu, Jian Yang, Xinnian Liang, Zhao Yan, Zhoujun Li
2023 J jnl
Improving unsupervised keyphrase extraction by modeling hierarchical multi-granularity features.
Inf. Process. Manag.
Zhihao Zhang, Xinnian Liang, Yuan Zuo, Chenghua Lin
2023 — conf
Iterative Nearest Neighbour Machine Translation for Unsupervised Domain Adaptation.
ACL (Findings)
Hui Huang, Shuangzhi Wu, Xinnian Liang, Zefan Zhou, Muyun Yang, Tiejun Zhao
2023 — conf
KnowPrefix-Tuning: A Two-Stage Prefix-Tuning Framework for Knowledge-Grounded Dialogue Generation.
ECML/PKDD (2)
Jiaqi Bai, Zhao Yan, Ze Yang, Jian Yang, Xinnian Liang, Hongcheng Guo, Zhoujun Li
2023 J jnl
KnowPrefix-Tuning: A Two-Stage Prefix-Tuning Framework for Knowledge-Grounded Dialogue Generation.
CoRR
Jiaqi Bai, Zhao Yan, Jian Yang, Xinnian Liang, Hongcheng Guo, Zhoujun Li
2023 B conf
Learning Unified Video-Language Representations via Joint Modeling and Contrastive Learning for Natural Language Video Localization.
IJCNN
Chenhao Cui, Xinnian Liang, Shuangzhi Wu, Zhoujun Li
2023 J jnl
MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL.
CoRR
Bing Wang, Changyu Ren, Jian Yang, Xinnian Liang, Jiaqi Bai, Qian-Wen Zhang, Zhao Yan, Zhoujun Li
2023 — conf
Multi-Stage Pre-training Enhanced by ChatGPT for Multi-Scenario Multi-Domain Dialogue Summarization.
EMNLP (Findings)
Weixiao Zhou, Gengyao Li, Xianfu Cheng, Xinnian Liang, Junnan Zhu, Feifei Zhai, Zhoujun Li
2023 J jnl
Multi-Stage Pre-training Enhanced by ChatGPT for Multi-Scenario Multi-Domain Dialogue Summarization.
CoRR
Weixiao Zhou, Gengyao Li, Xianfu Cheng, Xinnian Liang, Junnan Zhu, Feifei Zhai, Zhoujun Li
2023 J jnl
Retrieval-Augmented Classification with Decoupled Representation.
CoRR
Xinnian Liang, Shuangzhi Wu, Hui Huang, Jiaqi Bai, Chao Bian, Zhoujun Li
2023 — conf
Towards Making the Most of LLM for Translation Quality Estimation.
NLPCC (1)
Hui Huang, Shuangzhi Wu, Xinnian Liang, Bing Wang, Yanrui Shi, Peihao Wu, Muyun Yang, Tiejun Zhao
2023 J jnl
Unleashing Infinite-Length Input Capacity for Large-scale Language Models with Self-Controlled Memory System.
CoRR
Xinnian Liang, Bing Wang, Hui Huang, Shuangzhi Wu, Peihao Wu, Lu Lu, Zejun Ma, Zhoujun Li
2023 J jnl
Unsupervised abstractive summarization via sentence rewriting.
Comput. Speech Lang.
Zhihao Zhang, Xinnian Liang, Yuan Zuo, Zhoujun Li
2022 B conf
An Efficient Coarse-to-Fine Facet-Aware Unsupervised Summarization Framework Based on Semantic Blocks.
COLING
Xinnian Liang, Jing Li, Shuangzhi Wu, Jiali Zeng, Yufan Jiang, Mu Li, Zhoujun Li
2022 J jnl
An Efficient Coarse-to-Fine Facet-Aware Unsupervised Summarization Framework based on Semantic Blocks.
CoRR
Xinnian Liang, Jing Li, Shuangzhi Wu, Jiali Zeng, Yufan Jiang, Mu Li, Zhoujun Li
2022 J jnl
Improving Unsupervised Extractive Summarization by Jointly Modeling Facet and Redundancy.
IEEE ACM Trans. Audio Speech Lang. Process.
Xinnian Liang, Jing Li, Shuangzhi Wu, Mu Li, Zhoujun Li
2022 — conf
Modeling Multi-Granularity Hierarchical Features for Relation Extraction.
NAACL-HLT
Xinnian Liang, Shuangzhi Wu, Mu Li, Zhoujun Li
2022 J jnl
Modeling Multi-Granularity Hierarchical Features for Relation Extraction.
CoRR
Xinnian Liang, Shuangzhi Wu, Mu Li, Zhoujun Li
2022 J jnl
Modeling Paragraph-Level Vision-Language Semantic Alignment for Multi-Modal Summarization.
CoRR
Xinnian Liang, Chenhao Cui, Shuangzhi Wu, Jiali Zeng, Yufan Jiang, Zhoujun Li
2022 — conf
Towards Modeling Role-Aware Centrality for Dialogue Summarization.
AACL/IJCNLP (2)
Xinnian Liang, Chao Bian, Shuangzhi Wu, Zhoujun Li
2021 — conf
Improving Unsupervised Extractive Summarization with Facet-Aware Modeling.
ACL/IJCNLP (Findings)
Xinnian Liang, Shuangzhi Wu, Mu Li, Zhoujun Li
2021 A* conf
Learning to Copy Coherent Knowledge for Response Generation.
AAAI
Jiaqi Bai, Ze Yang, Xinnian Liang, Wei Wang, Zhoujun Li
2021 — conf
Unsupervised Keyphrase Extraction by Jointly Modeling Local and Global Context.
EMNLP (1)
Xinnian Liang, Shuangzhi Wu, Mu Li, Zhoujun Li
2021 J jnl
Unsupervised Keyphrase Extraction by Jointly Modeling Local and Global Context.
CoRR
Xinnian Liang, Shuangzhi Wu, Mu Li, Zhoujun Li
2020 — conf
StyleDGPT: Stylized Response Generation with Pre-trained Language Models.
EMNLP (Findings)
Ze Yang, Wei Wu, Can Xu, Xinnian Liang, Jiaqi Bai, Liran Wang, Wei Wang, Zhoujun Li
2020 J jnl
StyleDGPT: Stylized Response Generation with Pre-trained Language Models.
CoRR
Ze Yang, Wei Wu, Can Xu, Xinnian Liang, Jiaqi Bai, Liran Wang, Wei Wang, Zhoujun Li