Prompting Instability: An Empirical Study of LLM Robustness in Code Vulnerability Detection

Shuo Han, Tao Tan, Yuantian Miao, Xiao Chen, Nan Sun. Prompting Instability: An Empirical Study of LLM Robustness in Code Vulnerability Detection. In Miaomiao Liu 0001, Xin Yu 0002, Chang Xu, Yiliao Song, editors, AI 2025: Advances in Artificial Intelligence - 38th Australasian Joint Conference on Artificial Intelligence, AI 2025, Canberra, ACT, Australia, December 1-5, 2025, Proceedings, Part I. Volume 16370 of Lecture Notes in Computer Science, pages 233-245, Springer, 2025. [doi]

Authors

Shuo Han

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Tao Tan

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Yuantian Miao

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Xiao Chen

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Nan Sun

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