At CIRCL (Computer Incident Response Center Luxembourg), we faced the challenge of evaluating vulnerabilities with only partial information often just a textual description.

To address this, we built an NLP model using the existing dataset from Vulnerability-Lookup. The entire solution has now been released, including integration into the free online service and the open-source code. With this model, you can obtain the VLAI vulnerability score even when no existing score is available, by assessing severity based solely on the description.