AIBullisharXiv – CS AI · 6h ago7/10
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Fine-Tuning Small Language Models for Solution-Oriented Windows Event Log Analysis
Researchers demonstrate that fine-tuned small language models (SLMs) can outperform larger language models for Windows event log analysis while requiring significantly fewer computational resources. The study creates a synthetic dataset with remediation actions and shows SLMs deliver superior issue identification and actionable solutions, presenting a practical alternative to cloud-dependent LLMs for enterprise security operations.