@article{ART003266066},
author={Junhyuk Park and Jaehee Lee and Hyo-Beom Ahn},
title={A Study on Multi-Task CVSS Metric Prediction via Fine-Tuned SLM},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2025},
volume={30},
number={11},
pages={63-70}
TY - JOUR
AU - Junhyuk Park
AU - Jaehee Lee
AU - Hyo-Beom Ahn
TI - A Study on Multi-Task CVSS Metric Prediction via Fine-Tuned SLM
JO - Journal of The Korea Society of Computer and Information
PY - 2025
VL - 30
IS - 11
PB - The Korean Society Of Computer And Information
SP - 63
EP - 70
SN - 1598-849X
AB - This study proposes a lightweight model for automatically predicting CVSS v3.1 Base Metrics from vulnerability descriptions. A multi-task architecture using DistilBERT as a shared encoder with parallel classification heads was trained on about 220,000 NVD records. Experiments showed improved efficiency and consistency over single-task approaches, with input token length identified as a key factor affecting performance. The results demonstrate the feasibility of automating CVSS metric prediction, and future work will extend to unstructured data and explainable AI to enhance reliability.
KW - Small Language Model(SLM);Vulnerability Management;Automated Risk Scoring;;CVSS;Multi-Task Learning
DO -
UR -
ER -
Junhyuk Park, Jaehee Lee and Hyo-Beom Ahn. (2025). A Study on Multi-Task CVSS Metric Prediction via Fine-Tuned SLM. Journal of The Korea Society of Computer and Information, 30(11), 63-70.
Junhyuk Park, Jaehee Lee and Hyo-Beom Ahn. 2025, "A Study on Multi-Task CVSS Metric Prediction via Fine-Tuned SLM", Journal of The Korea Society of Computer and Information, vol.30, no.11 pp.63-70.
Junhyuk Park, Jaehee Lee, Hyo-Beom Ahn "A Study on Multi-Task CVSS Metric Prediction via Fine-Tuned SLM" Journal of The Korea Society of Computer and Information 30.11 pp.63-70 (2025) : 63.
Junhyuk Park, Jaehee Lee, Hyo-Beom Ahn. A Study on Multi-Task CVSS Metric Prediction via Fine-Tuned SLM. 2025; 30(11), 63-70.
Junhyuk Park, Jaehee Lee and Hyo-Beom Ahn. "A Study on Multi-Task CVSS Metric Prediction via Fine-Tuned SLM" Journal of The Korea Society of Computer and Information 30, no.11 (2025) : 63-70.
Junhyuk Park; Jaehee Lee; Hyo-Beom Ahn. A Study on Multi-Task CVSS Metric Prediction via Fine-Tuned SLM. Journal of The Korea Society of Computer and Information, 30(11), 63-70.
Junhyuk Park; Jaehee Lee; Hyo-Beom Ahn. A Study on Multi-Task CVSS Metric Prediction via Fine-Tuned SLM. Journal of The Korea Society of Computer and Information. 2025; 30(11) 63-70.
Junhyuk Park, Jaehee Lee, Hyo-Beom Ahn. A Study on Multi-Task CVSS Metric Prediction via Fine-Tuned SLM. 2025; 30(11), 63-70.
Junhyuk Park, Jaehee Lee and Hyo-Beom Ahn. "A Study on Multi-Task CVSS Metric Prediction via Fine-Tuned SLM" Journal of The Korea Society of Computer and Information 30, no.11 (2025) : 63-70.
