Generalization or Memorization: Data Contamination and Trustworthy Evaluation for Large Language Models. - Yihong Dong; Xue Jiang; Huanyu Liu 001; Zhi Jin 001; Bin Gu 006; Mengfei Yang; Ge Li 001 (ACL (Findings), 2024)

DevEval: A Manually-Annotated Code Generation Benchmark Aligned with Real-World Code Repositories. - Jia Li 012; Ge Li 001; Yunfei Zhao; Yongmin Li; Huanyu Liu 001; Hao Zhu; Lecheng Wang; Kaibo Liu; Zheng Fang; Lanshen Wang; Jiazheng Ding; Xuanming Zhang; et al. (ACL (Findings), 2024)

Flowmind2Digital: The First Comprehensive Flowmind Recognition and Conversion Approach. - Huanyu Liu 001; Jianfeng Cai 006; Tingjia Zhang; Hongsheng Li 003; Siyuan Wang; Guangming Zhu 001; Syed Afaq Ali Shah; Mohammed Bennamoun; Liang Zhang 010 (CoRR, 2024)

Generalization or Memorization: Data Contamination and Trustworthy Evaluation for Large Language Models. - Yihong Dong; Xue Jiang; Huanyu Liu 001; Zhi Jin 001; Ge Li 001 (CoRR, 2024)

DevEval: A Manually-Annotated Code Generation Benchmark Aligned with Real-World Code Repositories. - Jia Li 012; Ge Li 001; Yunfei Zhao; Yongmin Li; Huanyu Liu 001; Hao Zhu; Lecheng Wang; Kaibo Liu; Zheng Fang; Lanshen Wang; Jiazheng Ding; Xuanming Zhang; et al. (CoRR, 2024)

aiXcoder-7B: A Lightweight and Effective Large Language Model for Code Completion. - Siyuan Jiang; Jia Li 012; He Zong; Huanyu Liu 001; Hao Zhu; Shukai Hu; Erlu Li; Jiazheng Ding; Yu Han; Wei Ning; Gen Wang; Yihong Dong; et al. (CoRR, 2024)

ROCODE: Integrating Backtracking Mechanism and Program Analysis in Large Language Models for Code Generation. - Xue Jiang; Yihong Dong; Yongding Tao; Huanyu Liu 001; Zhi Jin 001; Wenpin Jiao; Ge Li 001 (CoRR, 2024)

aiXcoder-7B: A Lightweight and Effective Large Language Model for Code Processing. - Siyuan Jiang; Jia Li 012; He Zong; Huanyu Liu 001; Hao Zhu; Shukai Hu; Erlu Li; Jiazheng Ding; Yu Han; Wei Ning; Ge Li 001 (SEIP@ICSE, 2025)

ROCODE: Integrating Backtracking Mechanism and Program Analysis in Large Language Models for Code Generation. - Xue Jiang; Yihong Dong; Yongding Tao; Huanyu Liu 001; Zhi Jin 001; Ge Li 001 (ICSE, 2025)

Aligning LLMs to Fully Utilize the Cross-file Context in Repository-level Code Completion. - Jia Li 012; Hao Zhu; Huanyu Liu 001; Xianjie Shi; He Zong; Yihong Dong; Kechi Zhang; Siyuan Jiang; Zhi Jin 001; Ge Li 001 (ASE, 2025)

Reasoning is Periodicity? Improving Large Language Models Through Effective Periodicity Modeling. - Yihong Dong; Ge Li 001; Xue Jiang; Yongding Tao; Kechi Zhang; Lecheng Wang; Hao Zhu; Huanyu Liu 001; Jiazheng Ding; Jia Li 012; Jinliang Deng; Hong Mei 001 (NeurIPS, 2025)

FANformer: Improving Large Language Models Through Effective Periodicity Modeling. - Yihong Dong; Ge Li 001; Xue Jiang; Yongding Tao; Kechi Zhang; Hao Zhu; Huanyu Liu 001; Jiazheng Ding; Jia Li 012; Jinliang Deng; Hong Mei 001 (CoRR, 2025)

aiXcoder-7B-v2: Training LLMs to Fully Utilize the Long Context in Repository-level Code Completion. - Jia Li 012; Hao Zhu; Huanyu Liu 001; Xianjie Shi; He Zong; Yihong Dong; Kechi Zhang; Siyuan Jiang; Zhi Jin 001; Ge Li 001 (CoRR, 2025)

SATURN: SAT-based Reinforcement Learning to Unleash Language Model Reasoning. - Huanyu Liu 001; Jia Li 012; Hao Zhu; Kechi Zhang; Yihong Dong; Ge Li 001 (CoRR, 2025)

EvoCoT: Overcoming the Exploration Bottleneck in Reinforcement Learning. - Huanyu Liu 001; Jia Li 012; Chang Yu; Taozhi Chen; Yihong Dong; Lecheng Wang; XiaoLong Hu; Ge Li 001 (CoRR, 2025)

Detecting Data Contamination from Reinforcement Learning Post-training for Large Language Models. - Yongding Tao; Tian Wang; Yihong Dong; Huanyu Liu 001; Kechi Zhang; XiaoLong Hu; Ge Li 001 (CoRR, 2025)

Specification-Guided Vulnerability Detection with Large Language Models. - Hao Zhu; Jia Li 012; Cuiyun Gao 001; Jiaru Qian; Yihong Dong; Huanyu Liu 001; Lecheng Wang; Ziliang Wang; XiaoLong Hu; Ge Li 001 (CoRR, 2025)

RL-PLUS: Countering Capability Boundary Collapse of LLMs in Reinforcement Learning with Hybrid-policy Optimization. - Yihong Dong; Xue Jiang; Yongding Tao; Huanyu Liu 001; Kechi Zhang; Lili Mou; Rongyu Cao; Yingwei Ma; Jue Chen; Binhua Li; Zhi Jin 001; Fei Huang 002; et al. (ACL (1), 2026)

Do Transformers Have the Ability for Periodicity Generalization? - Huanyu Liu 001; Ge Li 001; Yihong Dong; Sihan Wu; Peixu Wang; Sihao Cheng; Taozhi Chen; Kechi Zhang; Hao Zhu; Tongxuan Liu (CoRR, 2026)