🚀 We’ve just published a new article introducing a Russian-language severity classifier, along with improved English and Chinese models for vulnerability descriptions.

👉 vulnerability-lookup.org/…/russian-severity-class…

These models are trained with VulnTrain and served via ML-Gateway, and are fully integrated into Vulnerability-Lookup.

🔍 What’s new

  • 🇷🇺 Russian severity classifier based on FSTEC (BDU) data, using a ruRoBERTa-large model
  • 🇬🇧 Improved English model trained on diverse sources (CVE, GitHub, PySec, CSAF…)
  • 🇨🇳 Improved Chinese model leveraging CNVD data
  • 📊 Better training insights with per-class precision / recall / F1 metrics
  • 🧩 Multi-source datasets with traceable origins and dynamic dataset cards

All datasets and models are openly available on Hugging Face.

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⚙️ Under the hood

  • VulnTrain 3.1.0 adds FSTEC support, dataset traceability, and improved model selection
  • ML-Gateway 0.5.0 now supports multilingual severity classification out of the box

This work is part of the AIPITCH project, supporting practical AI integration in cybersecurity workflows.