3 papers
cs.NI2026
A Reproducible Semantic Benchmark for Multivendor DSM-to-CLI Translation
Jerônimo Menezes, Leonardo Bitzki, Diego Kreutz +3
Translating high-level network intents into correct multivendor configurations remains a central challenge in network automation, as syntactically valid outputs may still violate t…
cs.DC2025
Temperature in SLMs: Impact on Incident Categorization in On-Premises Environments
Marcio Pohlmann, Alex Severo, Gefté Almeida +3
SOCs and CSIRTs face increasing pressure to automate incident categorization, yet the use of cloud-based LLMs introduces costs, latency, and confidentiality risks. We investigate w…
cs.CR2025
On-Premise SLMs vs. Commercial LLMs: Prompt Engineering and Incident Classification in SOCs and CSIRTs
Gefté Almeida, Marcio Pohlmann, Alex Severo +3
In this study, we evaluate open-source models for security incident classification, comparing them with proprietary models. We utilize a dataset of anonymized real incidents, categ…