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RustMizan: A Compilable, Contamination-Aware Benchmarking Framework for Rust Vulnerabilities
RustMizan provides compilable Rust vulnerability benchmarks with mutation-based contamination tests, finding frontier LLM agents achieve 56-65% binary detection but ~20% line-localization F1 that adversarial cues reduce by 27%.
Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026
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AI panel: 14 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 2/5