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Mariam Almutairi

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Book Open access Jul 2026

SecMutBench: Evaluating LLM-Generated Security Tests via Mutation-Based Vulnerability Detection

The Security Mutation Score (SMS) is proposed, a metric that classifies mutant kills into semantic, functional, incidental, and crash categories using operator-aware heuristics, distinguishing genuine security awareness from coincidental detection.

Mariam Almutairi, Chang-Tien Lu · 0 citations