📑 Publications

[C17] [ICSE 2026] Out of Distribution, Out of Luck: How Well Can LLMs Trained on Vulnerability Datasets Detect Top 25 CWE Weaknesses? [PDF] [Code]
Yikun Li, Ngoc Tan Bui, Ting Zhang 📧, Martin Weyssow, Chengran Yang, Xin Zhou, Jinfeng Jiang, Junkai Chen, Huihui Huang, Huu Hung Nguyen, Chiok Yew Ho, Jie Tan, Ruiyin Li, Yide Yin, Han Wei Ang, Frank Liauw, Eng Lieh Ouh, Lwin Khin Shar, David Lo

[C16] [ICSE 2026 NIER] PenForge: On-the-Fly Expert Agent Construction for Automated Penetration Testing [PDF] [Code]
Huihui Huang, Jieke Shi, Junkai Chen, Ting Zhang, Yikun Li, Chengran Yang, Eng Lieh Ouh, Lwin Khin Shar, David Lo

[C15] [ICSE 2026] Back to the Basics: Rethinking Issue-Commit Linking with LLM-Assisted Retrieval [PDF] [Code]
Huihui Huang, Ratnadira Widyasari, Ting Zhang 📧, Ivana Clairine IRSAN, Jieke Shi, Han Wei Ang, Frank Liauw, Eng Lieh Ouh, Lwin Khin Shar, Hong Jin Kang, David Lo

[J5] [TSE 2025, ASE 2025 Journal First] Vercation: Precise Vulnerable Open-source Software Version Identification based on Static Analysis and LLM [PDF] [Code]
Yiran Cheng, Ting Zhang 📧, Lwin Khin Shar, Shouguo Yang, Chaopeng Dong, David Lo, Shichao Lv, Zhiqiang Shi, Limin Sun

[C14] [ASE 2025] SE-Jury: An LLM-as-Ensemble-Judge Metric for Narrowing the Gap with Human Evaluation in SE [PDF] [Code]
Xin Zhou, Kisub Kim, Ting Zhang, Martin Weyssow, Luis F. Gomes, Guang Yang, Kui Liu, Xin Xia, David Lo

[C13] [ACL 2025 main] TACLR: A Scalable and Efficient Retrieval-based Method for Industrial Product Attribute Value Identification [PDF] [Code]
Yindu Su, Huike Zou, Lin Sun, Ting Zhang 📧, Haiyang Yang, Liyu Chen, David Lo, Qingheng Zhang, Shuguang Han, Jufeng Chen

[C12] [FSE 2025] A Knowledge Enhanced Large Language Model for Bug Localization [PDF] [Code]
Yue Li, Bohan Liu, Ting Zhang, Zhiqi Wang, David Lo, Lanxin Yang, Jun Lyu, He Zhang

[J4] [TOSEM 2024] Explaining Explanation: An Empirical Study on Explanation in Code Reviews [PDF] [Code]
Ratnadira Widyasari, Ting Zhang, Abir Bouraffa, Walid Maalej, David Lo

[J3] [TOSEM 2024] Revisiting Sentiment Analysis for Software Engineering in the Era of Large Language Models [PDF] [Code]
Ting Zhang, Ivana Clairine Irsan, Ferdian Thung, David Lo

[C11] [ASE 2024] ChatBR: Automated Assessment and Improvement of Bug Report Quality using ChatGPT [PDF] [Code]
Lili Bo, Wangjie Ji, Xiaobing Sun, Ting Zhang, Xiaoxue Wu, Ying Wei

[C10] [FORGE 2024 New Idea] On Evaluating the Efficiency of Source Code Generated by LLMs [PDF] [Code]
Changan Niu, Ting Zhang, Chuanyi Li, Bin Luo, Vincent Ng

[C9] [ICSE 2024 NIER] Large Language Model for Vulnerability Detection: Emerging Results and Future Directions [PDF] [Code]
Xin Zhou, Ting Zhang, David Lo

[J2] [TOSEM 2023] Representation Learning for Stack Overflow Posts: How Far are We? [PDF] [Code]
Junda He, Xin Zhou, Bowen Xu, Ting Zhang, Kisub Kim, Zhou Yang, Ivana Clairine Irsan, Ferdian Thung, David Lo

[J1] [TOSEM 2023, ASE 2023 Journal First] Duplicate Bug Report Detection: How Far Are We? [PDF] [Code]
Ting Zhang, DongGyun Han, Venkatesh Vinayakarao, Ivana Clairine Irsan, Bowen Xu, Ferdian Thung, David Lo, Lingxiao Jiang

[C8] [MSR 2023] PICASO: Enhancing API Recommendations with Relevant Stack Overflow Posts [PDF] [Code]
Ivana Clairine Irsan, Ting Zhang 📧, Ferdian Thung, Kisub Kim, David Lo

[C7] [SANER 2023] Multi-Modal API Recommendation [PDF] [Code]
Ivana Clairine Irsan, Ting Zhang 📧, Ferdian Thung, Kisub Kim, David Lo

[C6] [FSE 2022 Demo] iTiger: An Automatic Issue Title Generation Tool [PDF] [Code]
Ting Zhang, Ivana Clairine Irsan, Ferdian Thung, David Lo, Lingxiao Jiang

[C5] [FSE 2022 Demo] CodeMatcher: A Tool for Large-Scale Code Search Based on Query Semantics Matching [PDF] [Code]
Chao Liu, Xuanlin Bao, Xin Xia, Meng Yan, David Lo, Ting Zhang.

[C4] [ASE 2022] Summarization for Technical Queries: Benchmark and New Approach [PDF] [Code]
Chengran Yang, Bowen Xu, Ferdian Thung, Yucen Shi, Ting Zhang, Zhou Yang, Xin Zhou, Jieke Shi, Junda He, DongGyun Han, David Lo

[C3] [ICSME 2022] Automatic Pull Request Title Generation [PDF] [Code]
Ting Zhang, Ivana Clairine Irsan, Ferdian Thung, DongGyun Han, David Lo, Lingxiao Jiang

[C2] [ICPC 2022] Benchmarking Library Recognition in Tweets [PDF] [Code]
Ting Zhang, Divya Prabha Chandrasekaran, Ferdian Thung, David Lo

[C1] [ICSME 2020] Sentiment Analysis for Software Engineering: How Far Can Pre-trained Transformer Models Go? [PDF] [Code]
Ting Zhang, Bowen Xu, Ferdian Thung, Stefanus Agus Haryono, David Lo, Lingxiao Jiang