LLM-based security code review is vulnerable to framing bias, with a novel iterative refinement attack achieving 100% success in reintroducing vulnerabilities across real projects.
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2 Pith papers cite this work. Polarity classification is still indexing.
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cs.SE 2years
2026 2roles
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Hidden dependencies and component variants in SBOMs cause inconsistent vulnerability reporting and VEX handling across scanners.
citing papers explorer
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Measuring and Exploiting Contextual Bias in LLM-Assisted Security Code Review
LLM-based security code review is vulnerable to framing bias, with a novel iterative refinement attack achieving 100% success in reintroducing vulnerabilities across real projects.
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Hidden Dependencies and Component Variants in SBOM-Based Software Composition Analysis
Hidden dependencies and component variants in SBOMs cause inconsistent vulnerability reporting and VEX handling across scanners.