A taxonomy and benchmark for logging security issues shows LLMs achieve 13-53% detection accuracy but struggle to produce correct repairs, with issue descriptions helping more than pattern explanations.
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Towards Secure Logging: Characterizing and Benchmarking Logging Code Security Issues with LLMs
A taxonomy and benchmark for logging security issues shows LLMs achieve 13-53% detection accuracy but struggle to produce correct repairs, with issue descriptions helping more than pattern explanations.