#cyber-threat-intelligence News & Analysis

2 articles tagged with #cyber-threat-intelligence. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBearisharXiv – CS AI · May 297/10

🧠

Uncovering Vulnerabilities of LLM-Assisted Cyber Threat Intelligence

Researchers present an empirical study revealing that Large Language Models struggle with cyber threat intelligence (CTI) tasks due to domain-specific vulnerabilities rather than generic AI failures. The study identifies three failure modes—spurious correlations, contradictory knowledge, and constrained generalization—and proposes targeted defenses to improve LLM reliability in security operations.

AINeutralarXiv – CS AI · Jun 56/10

🧠

CTIConnect: A Benchmark for Retrieval-Augmented LLMs over Heterogeneous Cyber Threat Intelligence

Researchers introduce CTIConnect, a benchmark for evaluating retrieval-augmented large language models on cyber threat intelligence tasks. The study integrates five heterogeneous CTI sources into 1,860 expert-verified QA pairs across nine tasks, revealing that different task categories require fundamentally different retrieval strategies and that domain-specific approaches outperform generic retrieval methods.