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VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification
Paper • 2507.03607 • Published • 7 -
Vulnerability Severity Classification (RoBERTa Base)
🐞4Classify vulnerabilities by severity.
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CIRCL/vulnerability-severity-classification-roberta-base
Text Classification • 0.1B • Updated • 651 • 5 -
CIRCL/vulnerability-scores
Viewer • Updated • 655k • 185 • 9
AI & ML interests
CIRCL is the CERT (Computer Emergency Response Team/Computer Security Incident Response Team) for the private sector, communes and non-governmental entities in Luxembourg.
Recent Activity
The Computer Incident Response Center Luxembourg (CIRCL) is a government-driven initiative providing a coordinated and systematic response to computer security threats and incidents.
Vision
Our vision is to strengthen the capabilities of our Computer Security Incident Response Team (CSIRT) through the strategic integration of Artificial Intelligence.
AI is not intended to replace human analysts, but to augment their expertise, accelerate analysis, and improve decision-making.
Mission
Our mission is to leverage AI to:
- Process, analyze, and extract value from large and currently underutilized data sources
- Improve operational outcomes in threat intelligence and incident response
- Automate repetitive, well-defined, and reproducible processes, allowing analysts to focus on higher-value tasks
This work is grounded in CIRCL’s long-standing commitment to:
- Developing open-source tools
- Producing actionable threat intelligence
- Publishing high-quality datasets and models for both internal use and the wider security community
Publications
Bonhomme, C., & Dulaunoy, A. (2025).
VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification (Version 1.4.0) [Computer software].
https://arxiv.org/abs/2507.03607Bonhomme, C. (2025).
GPU Efficiency in VLAI Model Training.
https://doi.org/10.13140/RG.2.2.24233.04963
Projects
VulnTrain
Building AI-ready datasets and training models for vulnerability management.ML-Gateway
A FastAPI-based local inference server that loads one or more pre-trained NLP models at startup and exposes them through a clean, RESTful API.VLAgentIc
An experimental approach to AI-assisted cybersecurity, following an agentic paradigm, with autonomous distributed agents communicating over XMPP.
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VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification
Paper • 2507.03607 • Published • 7 -
Vulnerability Severity Classification (RoBERTa Base)
🐞4Classify vulnerabilities by severity.
-
CIRCL/vulnerability-severity-classification-roberta-base
Text Classification • 0.1B • Updated • 651 • 5 -
CIRCL/vulnerability-scores
Viewer • Updated • 655k • 185 • 9
spaces
4
Vulnerability CWE Classification Roberta Base
Find a CWE based on vulnerability description/commit message
Vulnerability Severity Classification (RoBERTa Base)
Classify vulnerabilities by severity.
Vulnerability Severity Classification Chinese Macbert Base
For Chinese Severity Classification