2 papers
cs.CR2026
When the Ruler is Broken: Parsing-Induced Suppression in LLM-Based Security Log Evaluation
Chaitanya Vilas Garware, Sharif Noor Zisad
LLM-based SOC log classifiers are commonly evaluated using regular-expression pipelines that extract structured fields from free-form model output. We demonstrate that this practic…
cs.CR2026
OpenSOC-AI: Democratizing Security Operations with Parameter Efficient LLM Log Analysis
Chaitanya Vilas Garware, Sharif Noor Zisad
Small and medium sized businesses (SMBs) face an escalating cybersecurity threat landscape, yet most lack the resources to staff full Security Operations Centers (SOCs) or deploy e…