Author

Wen Bin Leow

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Preprint Sep 2026

VulContextBench: A Benchmark for Security Context Retrieval in Coding Agents

Vulnerability-detection benchmarks score the verdict an agent reaches, not the evidence it gathered. A model that recalls a CVE from pretraining therefore scores the same as one that traced the data flow. We study a task where this difference matters, deciding whether a commit introduces a vulnerability. Instead of sco...

Yi-Kun Li, Jin-Feng Jiang, Yuheng Yieh et al. · 0 citations

Preprint Aug 2026

CoSA: Context-Aware Severity Assessment via Context Analysis with Large Language Models

Accurate vulnerability severity assessment is essential for prioritizing remediation, yet manually assessing Common Vulnerability Scoring System (CVSS) base metrics remains labor-intensive. Existing automated approaches often fail to capture the repository-level evidence required for assessing many CVSS base metrics. S...

Jinfeng Jiang, Yikun Li, Chengran Yang et al. · 0 citations