{
  "id": 7486879,
  "title": "Vulnerability Localization Benchmark: Measuring Agentic Security Analysis at Repository Scale",
  "url": "https://urgent.news/2026/09/14/vulnerability-localization-benchmark-measuring-agentic-security",
  "topic": "ai",
  "section": "AI",
  "published": "2026-09-14T17:44:51.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2609.15939v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Language-model agents increasingly operate over complete software repositories, yet cybersecurity evaluations primarily measure whether they can detect, reproduce, or repair vulnerabilities rather than whether they can locate the relevant code. We study vulnerability localization: given a weakness class and an unfamiliar repository, identify the implementation files associated with that weakness.…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}