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Code Detectors Have a Half-Life: Obsolescence and Metric Illusions in LLM-Generated Code Detection
Code detectors can become obsolete as code-generating models evolve: a detector validated on one generation of models may not transfer to the next. We call this limited useful life a detector half-life. We evaluate eight general-purpose LLM judges and three dedicated detectors on human-written code
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