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ResearchOctober 8, 2026

Sigma-Hunter: A Domain-Specific Language Model for Threat Hunting and Detection Engineering

Detection engineers must translate threat reports, forensic observations, and hunt hypotheses into precise, testable rules. General-purpose large language models (LLMs) can draft such rules, but often produce invalid YAML, incorrect log sources, unsupported fields, or overly…

Kemal Davaslioglu, Sastry Kompella·arXiv — cs.AI
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Key Takeaways
  • 01.Detection engineers must translate threat reports, forensic observations, and hunt hypotheses into precise, testable rules
  • 02.General-purpose large language models (LLMs) can draft such rules, but often produce invalid YAML, incorrect log sources, unsupported fields, or overly…

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