{"data":{"id":"12498502-2aab-4f66-a438-b27aee39bef2","title":"Vuln2Action: An LLM-based framework for generating vulnerability reproduction steps and mapping exploits","summary":"Vuln2Action is an LLM-based framework for generating vulnerability reproduction steps and mapping exploits. The authors note that more than 40,000 CVEs were published in 2024 and that only about 0.4% of NVD vulnerabilities from 2010 to May 2025 have publicly listed exploits in ExploitDB. The introduction also reports that preliminary tests of several open-source and instruction-tuned models showed consistent refusals when prompts requested exploit code or attack instructions.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://www.sciencedirect.com/science/article/pii/S2214212626000505?dgcid=rss_sd_all","publishedAt":"2026-03-16T20:12:19.537Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":["OpenAI"],"affectedVendorsRaw":["GPT","LLM-based generative tools"],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":null,"fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":null,"llmSpecific":true,"classifierConfidence":0.8,"researchCategory":"peer_reviewed","atlasIds":null}}