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#vulnerabilitymanagement

7 posts7 participants0 posts today

VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification.

This paper presents VLAI, a transformer-based model that predicts software vulnerability severity levels directly from text descriptions. Built on RoBERTa, VLAI is fine-tuned on over 600,000 real-world vulnerabilities and achieves over 82% accuracy in predicting severity categories, enabling faster and more consistent triage ahead of manual CVSS scoring. The model and dataset are open-source and integrated into the Vulnerability-Lookup service.

We ( @cedric and I) decided to make a paper to better document how VLAI is implemented. We hope it will give other ideas and improvements in such model.

#vulnerability #cybersecurity #vulnerabilitymanagement #ai #nlp #opensource

@circl

🔗 arxiv.org/abs/2507.03607

A vulnerability classified as critical has been found in D-Link DIR-513 1.0. This affects an unknown part of the file /goform/formSetWanPPTP. The manipulation of the argument curTime leads to buffer overflow. It is possible to initiate the attack remotely. The exploit has been disclosed to the public and may be used. This vulnerability only affects products that are no longer supported by the maintainer.

#cybersecurity #vulnerabilitymanagement #vulnerability

🔗 vulnerability.circl.lu/vuln/cv

vulnerability.circl.lucvelistv5 - cve-2025-6882Vulnerability-Lookup - Fast vulnerability lookup correlation from different sources.