Zeye Sun

15 papers A* 1A 1Journal 10Unranked 3
YearRankTypeTitle / Venue / Authors
2026 J jnl
LSRIF: Logic-Structured Reinforcement Learning for Instruction Following.
CoRR
Qingyu Ren, Qianyu He, Jingwen Chang, Jie Zeng, Jiaqing Liang, Yanghua Xiao, Han Xia, Zeye Sun, Fei Yu
2025 J jnl
A Stitch in Time Saves Nine: Proactive Self-Refinement for Language Models.
CoRR
Jinyi Han, Xinyi Wang, Haiquan Zhao, Tingyun Li, Zishang Jiang, Sihang Jiang, Jiaqing Liang, Xin Lin, Weikang Zhou, Zeye Sun, Fei Yu, Yanghua Xiao
2025 J jnl
Beyond the Trade-off: Self-Supervised Reinforcement Learning for Reasoning Models' Instruction Following.
CoRR
Qingyu Ren, Qianyu He, Bowei Zhang, Jie Zeng, Jiaqing Liang, Yanghua Xiao, Weikang Zhou, Zeye Sun, Fei Yu
2025 A conf
CEM: A Data-Efficient Method for Large Language Models to Continue Evolving From Mistakes.
CIKM
Haokun Zhao, Jinyi Han, Jie Shi, Chengyu Du, Jiaqing Liang, Yanghua Xiao, Weikang Zhou, Zeye Sun, Fei Yu
2025 J jnl
Instructions are all you need: Self-supervised Reinforcement Learning for Instruction Following.
CoRR
Qingyu Ren, Qianyu He, Bowei Zhang, Jie Zeng, Jiaqing Liang, Yanghua Xiao, Weikang Zhou, Zeye Sun, Fei Yu
2025 A* conf
Order Doesn't Matter, But Reasoning Does: Training LLMs with Order-Centric Augmentation.
EMNLP
Qianxi He, Qianyu He, Jiaqing Liang, Weikang Zhou, Zeye Sun, Fei Yu, Yanghua Xiao
2025 J jnl
Order Doesn't Matter, But Reasoning Does: Training LLMs with Order-Centric Augmentation.
CoRR
Qianxi He, Qianyu He, Jiaqing Liang, Yanghua Xiao, Weikang Zhou, Zeye Sun, Fei Yu
2025 — conf
Order Matters: Investigate the Position Bias in Multi-constraint Instruction Following.
ACL (Findings)
Jie Zeng, Qianyu He, Qingyu Ren, Jiaqing Liang, Weikang Zhou, Zeye Sun, Fei Yu, Yanghua Xiao
2025 J jnl
Order Matters: Investigate the Position Bias in Multi-constraint Instruction Following.
CoRR
Jie Zeng, Qianyu He, Qingyu Ren, Jiaqing Liang, Yanghua Xiao, Weikang Zhou, Zeye Sun, Fei Yu
2025 — conf
Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models.
ACL (Findings)
Qingyu Ren, Jie Zeng, Qianyu He, Jiaqing Liang, Yanghua Xiao, Weikang Zhou, Zeye Sun, Fei Yu
2025 J jnl
Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models.
CoRR
Qingyu Ren, Jie Zeng, Qianyu He, Jiaqing Liang, Yanghua Xiao, Weikang Zhou, Zeye Sun, Fei Yu
2025 J jnl
Your Models Have Thought Enough: Training Large Reasoning Models to Stop Overthinking.
CoRR
Jinyi Han, Ying Huang, Ying Liao, Zishang Jiang, Xikun Lu, Haiquan Zhao, Xinyi Wang, Guanghao Zhou, Sihang Jiang, Jiaqing Liang, Weikang Zhou, Zeye Sun, Fei Yu, Yanghua Xiao
2024 J jnl
Minor DPO reject penalty to increase training robustness.
CoRR
Shiming Xie, Hong Chen, Fred Yu, Zeye Sun, Xiuyu Wu, Yingfan Hu
2024 J jnl
Minor SFT loss for LLM fine-tune to increase performance and reduce model deviation.
CoRR
Shiming Xie, Hong Chen, Fred Yu, Zeye Sun, Xiuyu Wu
2023 — conf
PAI at SemEval-2023 Task 4: A General Multi-label Classification System with Class-balanced Loss Function and Ensemble Module.
SemEval@ACL
Long Ma, Zeye Sun, Jiawei Jiang, Xuan Li