An LLM ensemble achieves 82.8% threat detection accuracy and 0.12 FPR; SQM query generation doubles baseline BLEU/ROUGE scores; retrieval augmentation raises resolution accuracy from 78.3% to 90%; triage time drops to under 10 minutes in claimed production use.
Security Operations Center: A Sys- tematic Study and Open Challenges
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Toward Autonomous SOC Operations: End-to-End LLM Framework for Threat Detection, Query Generation, and Resolution in Security Operations
An LLM ensemble achieves 82.8% threat detection accuracy and 0.12 FPR; SQM query generation doubles baseline BLEU/ROUGE scores; retrieval augmentation raises resolution accuracy from 78.3% to 90%; triage time drops to under 10 minutes in claimed production use.