The LLM for Software Engineering Lab (LLMSE) is affiliated with the School of Computer Science at Shanghai Jiao Tong University in China. It is located in the Minhang campus of Shanghai Jiao Tong University, primarily in room 1405 and 1407. The founding directors of LLMSE are Professors Beijun Shen and Xiaodong Gu. The main research interests of LLMSE include large language models for code, code generation, code translation, defect detection and repair.

• [Publication] Chen Xie, Mingsheng Jiao, Xiaodong Gu, Beijun Shen. Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs, COMPSAC, Toronto, Canada, 8-11 July, 2025
• [Publication] Chaofan Wang, Guanjie Qiu, Xiaodong Gu, Beijun Shen. ApiRAT: Integrating Multi-source API Knowledge for Enhanced Code Translation with LLMs, COMPSAC, Toronto, Canada, 8-11 July, 2025
• [Graduation] Farewell to 2025 Grad. Students!
• [Publication] Zeyu Jiang, Xiaodong Gu, Beijun Shen. Just-In-Time Software Defect Prediction via Bi-modal Change Representation Learning, Journal of Systems & Software (JSS), October 2024
• [Publication] Qingxiao Tao, Tingrui Yu, Xiaodong Gu, Beijun Shen. Unraveling the Potential of Large Language Models in Code Translation: How Far Are We? THE 31st Asia-Pacific Software Engineering Conference (APSEC), 3-6 December, 2024
• [Publication] Shangbo Yun, Shuhuai Lin, Xiaodong Gu, Beijun Shen. Project-specific Code Summarization with In-Context Learning, Journal of Systems & Software (JSS), Volume 216, July 2024, 112149
• [Publication] Xuan Li, Shuai Yuan, Xiaodong Gu, Yuting Chen, Beijun Shen. Few-Shot Code Translation via Task-adapted Prompt Learning, Journal of Systems & Software (JSS), Volume 212, June 2024, 112002
• [Publication] Mingsheng Jiao, Tingrui Yu, Xuan Li, Guanjie Qiu, Xiaodong Gu, Beijun Shen. On the Evaluation of Neural Code Translation: Taxonomy and Benchmark, International Conference on Automated Software Engineering (ASE), Kirchberg, Luxembourg, 11-15 September, 2023
• [Publication] Shuai Zhang, Xiaodong Gu, Yuting Chen, Beijun Shen. InfeRE: Step-by-Step Regex Generation via Chain of Inference, International Conference on Automated Software Engineering (ASE), Kirchberg, Luxembourg, 11-15 September, 2023
• [Graduation] Farewell to 2023 Grad. Students!
• [Publication] Yuetian Mao, Chengcheng Wan, Yuze Jiang, Xiaodong Gu, Self-Supervised Query Reformulation for Code Search, 2023 ESEC/FSE, San Francisco, California, United States, 3-9 December 2023
• [Publication] X. Miao, Z. Lin, S. Wang, L. Yu, S. Li, Z. Wang, P. Nie, Y. Chen, B. Shen, H. Jiang. Lejacon: A Lightweight and Efficient Approach to Java Confidential Computing on SGX, The 45th IEEE/ACM International Conference on Software Engineering (ICSE), Melbourne, Australia, 14-20 May, 2023. ACM SIGSOFT Distinguished Paper.
• [Publication] Wenhui Jiang, Xiaodong Gu, Yuting Chen, Beijun Shen. DuReSE: Rewriting Incomplete Utterances via Neural Sequence Editing, Neural Processing Letters, Springer, March 2023

• [AAAI'23][CCF Rank A]. Full Paper Submission: Aug 15, 2023; Paper Notification: Dec 09, 2023.
• [FSE'24][CCF Rank A]. Full Paper Submission: Sep 28, 2023; Paper Notification: Apr 16, 2024.