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Why LLMs Alone Can’t Do Threat Comprehension: What Specialized Models Like NARC Add

ID: 9dc1b92e-d204-5e73-8d58-db68162e4798

STIX ID: report--9dc1b92e-d204-5e73-8d58-db68162e4798

Feed Name: Tidal Cyber Blog

Date Published: 2025-12-11

Date Updated: 2026-03-26

Author: Tidal Cyber

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Tidal Cyber explains why general-purpose LLMs fall short for precise threat comprehension and introduces **Natural Attack Reading and Comprehension (NARC)**, a supervised engine that extracts procedure-level details from CTI/DFIR and maps them to MITRE ATT&CK and D3FEND with strict schema and provenance, feeding structured outputs into coverage maps, confidence scoring, and threat-led defense workflows to reveal gaps, validate detections, and optimize security investments.

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