Are Decoder-Only Large Language Models the Silver Bullet for Code Search?

Guangsheng Ou

Yuxuan Chen Mingwei Liu 0002 Guangsheng Ou Anji Li 0001 Dekun Dai Yanlin Wang 0001 Zibin Zheng Are Decoder-Only Large Language Models the Silver Bullet for Code Search? 2026 April 1215-1233 52 IEEE Trans. Software Eng. 4 https://doi.org/10.1109/TSE.2026.3657353 db/journals/tse/tse52.html#ChenLOLDWZ26 streams/journals/tse

Guangsheng Ou Qiming Zhang Sirong Chen Anji Li 0001 Dong Xu Tiancheng Luo Dekun Dai Cuiyun Gao 0001 Long Wang Jun Zhou Mingwei Liu 0002 Zibin Zheng Unseen-Codebases-Domain Data Synthesis and Training Based on Code Graphs. 2026 February abs/2602.20799 CoRR https://doi.org/10.48550/arXiv.2602.20799 db/journals/corr/corr2602.html#abs-2602-20799 streams/journals/corr

Shengbo Wang Mingwei Liu 0002 Guangsheng Ou Yuwen Chen Zike Li Yanlin Wang 0001 Zibin Zheng Build-Aware Incremental C-to-Rust Migration via Skeleton-First Translation and Historical Knowledge Reuse. 2026 March abs/2603.02617 CoRR https://doi.org/10.48550/arXiv.2603.02617 db/journals/corr/corr2603.html#abs-2603-02617 streams/journals/corr

Guangsheng Ou Mingwei Liu 0002 Yuxuan Chen Yanlin Wang 0001 Xin Peng 0001 Zibin Zheng RustRepoTrans: Repository-level Context Code Translation Benchmark Targeting Rust. 610-622 2025 ASE https://doi.org/10.1109/ASE63991.2025.00057 conf/kbse/2025 db/conf/kbse/ase2025.html#OuLCWPZ25 streams/conf/kbse

Linxi Liang Jing Gong Mingwei Liu 0002 Chong Wang 0013 Guangsheng Ou Yanlin Wang 0001 Xin Peng 0001 Zibin Zheng RustEvo<sup>2</sup>: An Evolving Benchmark for API Evolution in LLM-based Rust Code Generation. 2025 March abs/2503.16922 CoRR https://doi.org/10.48550/arXiv.2503.16922 db/journals/corr/corr2503.html#abs-2503-16922 streams/journals/corr

Guangsheng Ou Mingwei Liu 0002 Yuxuan Chen Xueying Du Shengbo Wang Zekai Zhang Xin Peng 0001 Zibin Zheng Enhancing LLM-based Code Translation in Repository Context via Triple Knowledge-Augmented. 2025 March abs/2503.18305 CoRR https://doi.org/10.48550/arXiv.2503.18305 db/journals/corr/corr2503.html#abs-2503-18305 streams/journals/corr

Zekai Zhang Mingwei Liu 0002 Zhenxi Chen Linxi Liang Yuxuan Chen Guangsheng Ou Yanlin Wang 0001 Dan Li 0016 Xin Peng 0001 Zibin Zheng Generating High-Quality Datasets for Code Editing via Open-Source Language Models. 2025 September abs/2509.25203 CoRR https://doi.org/10.48550/arXiv.2509.25203 db/journals/corr/corr2509.html#abs-2509-25203 streams/journals/corr

Yuxuan Chen Guangsheng Ou Mingwei Liu 0002 Yanlin Wang 0001 Zibin Zheng Are Decoder-Only Large Language Models the Silver Bullet for Code Search? 2024 abs/2410.22240 CoRR https://doi.org/10.48550/arXiv.2410.22240 db/journals/corr/corr2410.html#abs-2410-22240 streams/journals/corr

Guangsheng Ou Mingwei Liu 0002 Yuxuan Chen Xin Peng 0001 Zibin Zheng Repository-level Code Translation Benchmark Targeting Rust. 2024 abs/2411.13990 CoRR https://doi.org/10.48550/arXiv.2411.13990 db/journals/corr/corr2411.html#abs-2411-13990 streams/journals/corr

Sirong Chen Yuwen Chen Yuxuan Chen Zhenxi Chen Dekun Dai Xueying Du Cuiyun Gao 0001 Jing Gong Anji Li 0001 Dan Li 0016 Zike Li Linxi Liang Mingwei Liu 0002 Tiancheng Luo Xin Peng 0001 Chong Wang 0013 Long Wang Shengbo Wang Yanlin Wang 0001 Dong Xu Qiming Zhang Zekai Zhang Zibin Zheng Jun Zhou