Xinnian Liang

Researcher, ByteDance Inc.

Joined

August 2021

Names

Xinnian Liang (Preferred)

Emails

****@buaa.edu.cn (Confirmed)

****@163.com (Confirmed)

****@bytedance.com (Confirmed)

Personal Links

Career & Education History

Researcher

ByteDance Inc. (bytedance.com)

2024 – Present

PhD student

Beihang University (buaa.edu.cn)

2019 – 2024

Advisors, Relations & Conflicts

Coauthor

Shuangzhi Wu

2020 – Present

PhD Advisor

Zhoujun Li

2019 – 2024

Expertise

Large Language Models

2022 – Present

Summarization

2019 – 2024

Natural Language Understanding

2019 – 2024

Publications

AdaCoT: Pareto-Optimal Adaptive Chain-of-Thought Triggering via Reinforcement Learning
Chenwei Lou, Zewei Sun, Xinnian Liang, Meng Qu, Wei Shen, Qingping Yang, Shuangzhi Wu
- Submitted to ICLR 2026
- Readers: Everyone
Atomic Thinking of LLMs: Decoupling and Exploring Mathematical Reasoning Abilities
Jiayi Kuang, Haojing Huang, Yinghui Li, Xinnian Liang, Zhikun Xu, Yangning Li, Xiaoyu Tan, Chao Qu, Meishan Zhang, Ying Shen, Philip S. Yu
- NeurIPS 2025 poster
- Readers: Everyone
AdaCoT: Pareto-Optimal Adaptive Chain-of-Thought Triggering via Reinforcement Learning
Chenwei Lou, Zewei Sun, Xinnian Liang, Meng Qu, Wei Shen, Yuntao Li, Wenqi Wang, Qingping Yang, Shuangzhi Wu
- Submitted to NeurIPS 2025
- Readers: Everyone
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
- CoRR 2025
- Readers: Everyone
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
- ICML 2025 poster
- Readers: Everyone
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
- COLING 2025
- Readers: Everyone
CodeChain: An Open, Million-scale Dataset for Code Language Models at the Repository Level
Hongcheng Guo, Junjia Du, Jian Yang, Jiaheng Liu, Minghao Li, Xinnian Liang, Kai Hui, Hao Sun, Liang Chen, Tianyu Liu, Jiaqi Bai, Yixin Cheng, Wenhan Cao, Zhoujun Li
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Align vision-language semantics by multi-task learning for multi-modal summarization
Chenhao Cui, Xinnian Liang, Shuangzhi Wu, Zhoujun Li
- Neural Comput. Appl. 2024
- Readers: Everyone
Multi-view fusion for universal translation quality estimation
Hui Huang, Shuangzhi Wu, Kehai Chen, Xinnian Liang, Hui Di, Muyun Yang, Tiejun Zhao
- Inf. Fusion 2024
- Readers: Everyone
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
- CoRR 2024
- Readers: Everyone

View all 43 publications

Co-Authors

View all 81 co-authors