CTI-HAL: A Human-Annotated Dataset for Cyber Threat Intelligence Analysis
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Abstract (arXiv)
Organizations are increasingly targeted by Advanced Persistent Threats (APTs), which involve complex, multi-stage tactics and diverse techniques. Cyber Threat Intelligence (CTI) sources, such as incident reports and security blogs, provide valuable insights, but are often unstructured and in natural language, making it difficult to automatically extract information. Recent studies have explored the use of AI to perform automatic extraction from CTI data, leveraging existing CTI datasets for performance evaluation and fine-tuning. However, they present challenges and limitations that impact their effectiveness. To overcome these issues, we introduce a novel dataset manually constructed from CTI reports and structured according to the MITRE ATT&CK framework. To assess its quality, we conducted an inter-annotator agreement study using Krippendorff alpha, confirming its reliability. Furthermore, the dataset was used to evaluate a Large Language Model (LLM) in a real-world business context, showing promising generalizability.
Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). First posted on arXiv 8 Apr 2025.
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Citing papers per year: 2026: 5.
5 papers.
- 2026Constructing Multi-label Hierarchical Classification Models for MITRE ATT&CK Text Taggingcited by 1
- 2026From Threat Intelligence to Firewall Rules: Semantic Relations in Hybrid AI Agent and Expert System Architecturescited by 1
- 2026Evaluating Open-Source LLMs for Multi-Label ATT&CK Technique Classification on CTI Reportscited by 1
- 2026TACTIC-KG: Toward Small Agent Teams for Cyber Threat Intelligence Knowledge Graph Constructioncited by 1
- 2026An Automated Framework for Extracting Reachable Attack Chains from Cyber Threat Intelligence Reportscited by 0
- 2026An Automated Framework for Extracting Reachable Attack Chains from Cyber Threat Intelligence Reports22 Jul 2026
- 2026TACTIC-KG: Toward Small Agent Teams for Cyber Threat Intelligence Knowledge Graph Construction6 Jul 2026
- 2026Evaluating Open-Source LLMs for Multi-Label ATT&CK Technique Classification on CTI Reports16 Jun 2026
- 2026From Threat Intelligence to Firewall Rules: Semantic Relations in Hybrid AI Agent and Expert System Architectures4 Mar 2026
- 2026Constructing Multi-label Hierarchical Classification Models for MITRE ATT&CK Text Tagging21 Jan 2026