3 papers
cs.CR2026
Fine-Tuning Small Language Models for Solution-Oriented Windows Event Log Analysis
Siraaj Akhtar, Saad Khan, Simon Parkinson
Large language models (LLMs) have shown promise for event log analysis, but their high computational requirements, reliance on cloud infrastructure, and security concerns limit pra…
cs.SE2025
Document Retrieval Augmented Fine-Tuning (DRAFT) for safety-critical software assessments
Regan Bolton, Mohammadreza Sheikhfathollahi, Simon Parkinson +4
Safety critical software assessment requires robust assessment against complex regulatory frameworks, a process traditionally limited by manual evaluation. This paper presents Docu…
cs.AI2025
Multi-Stage Retrieval for Operational Technology Cybersecurity Compliance Using Large Language Models: A Railway Casestudy
Regan Bolton, Mohammadreza Sheikhfathollahi, Simon Parkinson +2
Operational Technology Cybersecurity (OTCS) continues to be a dominant challenge for critical infrastructure such as railways. As these systems become increasingly vulnerable to ma…