A graph-based code representation method to improve code readability classification. - Qing Mi; Yi Zhan; Han Weng; Qinghang Bao; Longjie Cui; Wei Ma (Empir. Softw. Eng., 2023)

EffiLearner: Enhancing Efficiency of Generated Code via Self-Optimization. - Dong Huang 005; Jianbo Dai; Han Weng; Puzhen Wu; Yuhao Qing; Heming Cui; Zhijiang Guo; Jie Zhang 050 (NeurIPS, 2024)

SOAP: Enhancing Efficiency of Generated Code via Self-Optimization. - Dong Huang 005; Jianbo Dai; Han Weng; Puzhen Wu; Yuhao Qing; Jie M. Zhang; Heming Cui; Zhijiang Guo (CoRR, 2024)

FuncEvalGMN: Evaluating Functional Correctness of SQL via Graph Matching Network. - Yi Zhan; Yang Sun; Han Weng; Longjie Cui; Guifeng Wang; Jiajun Xie; Yu Tian; Xiaoming Yin; Boyi Liu; Dongchi Huang (CoRR, 2024)

Effi-Code: Unleashing Code Efficiency in Language Models. - Dong Huang 005; Guangtao Zeng; Jianbo Dai; Meng Luo; Han Weng; Yuhao Qing; Heming Cui; Zhijiang Guo; Jie M. Zhang (CoRR, 2024)

Towards Database-Free Text-to-SQL Evaluation: A Graph-Based Metric for Functional Correctness. - Yi Zhan; Longjie Cui; Han Weng; Guifeng Wang; Yu Tian; Boyi Liu; Yingxiang Yang; Xiaoming Yin; Jiajun Xie; Yang Sun (COLING, 2025)

Graph-Reward-SQL: Execution-Free Reinforcement Learning for Text-to-SQL via Graph Matching and Stepwise Reward. - Han Weng; Boyi Liu; Yuanfeng Song; Dun Zeng; Yingxiang Yang; Yi Zhan; Longjie Cui; Xiaoming Yin; Yang Sun (CoRR, 2025)