RustMizan: A Compilable, Contamination-Aware Benchmarking Framework for Rust Vulnerabilities arxiv.org
RustMizan is a Rust vuln benchmark with compilable variants, CWE labels, and contamination tests, since folklore needed CI.
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01 02 Words Speak Louder Than Code: Investigating Cognitive Heuristics in LLM-Based Code Vulnerability Detection arxiv.orgPaper on heuristic bias in LLM vuln detectors, plus a black-box attack that flips verdicts without touching code. Charming.