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papersSEP 12 04:00 UTC

Study Measures Gap Between Static Analysis Passes and Dynamic Failures in Python

A new arXiv paper examines cases where Python code passes static security checks but fails when actually executed, a discrepancy the authors call the static-pass dynamic-fail gap. The work focuses on security-sensitive code as well as code produced by large language models, arguing that static analysis alone is insufficient as a security gate. The authors frame the measurement as a step beyond reliance on static guarantees for evaluating generated software.

Dynamic analysisPythonStatic-pass dynamic-fail gaplarge-language-modelssoftware-securitystatic analysis

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