Automated Retrieval of ATT&CK Tactics and Techniques for Cyber Threat Reports
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Abstract (arXiv)
Over the last years, threat intelligence sharing has steadily grown, leading cybersecurity professionals to access increasingly larger amounts of heterogeneous data. Among those, cyber attacks' Tactics, Techniques and Procedures (TTPs) have proven to be particularly valuable to characterize threat actors' behaviors and, thus, improve defensive countermeasures. Unfortunately, this information is often hidden within human-readable textual reports and must be extracted manually. In this paper, we evaluate several classification approaches to automatically retrieve TTPs from unstructured text. To implement these approaches, we take advantage of the MITRE ATT&CK framework, an open knowledge base of adversarial tactics and techniques, to train classifiers and label results. Finally, we present rcATT, a tool built on top of our findings and freely distributed to the security community to support cyber threat report automated analysis.
Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). First posted on arXiv 29 Apr 2020.
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Citing papers per year: 2022: 1; 2023: 2; 2024: 4; 2025: 3; 2026: 6.
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- 2023Time for aCTIon: Automated Analysis of Cyber Threat Intelligence in the Wildcited by 15
- 2025TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Textcited by 6
- 2022Towards Automated Classification of Attackers' TTPs by combining NLP with ML Techniquescited by 5
- 2024Noise Contrastive Estimation-based Matching Framework for Low-Resource Security Attack Pattern Recognitioncited by 4
- 2024AnnoCTR: A Dataset for Detecting and Linking Entities, Tactics, and Techniques in Cyber Threat Reportscited by 2
- 2025MITRE ATT&CK Applications in Cybersecurity and The Way Forwardcited by 2
- 2024Mining Temporal Attack Patterns from Cyberthreat Intelligence Reportscited by 1
- 2025Towards a scalable AI-driven framework for data-independent Cyber Threat Intelligence Information Extractioncited by 1
- 2026Constructing Multi-label Hierarchical Classification Models for MITRE ATT&CK Text Taggingcited by 1
- 2026Evaluating Open-Source LLMs for Multi-Label ATT&CK Technique Classification on CTI Reportscited by 1
- 2023Automated Mapping of CVE Vulnerability Records to MITRE CWE Weaknessescited by 0
- 2024Cyber-Attack Technique Classification Using Two-Stage Trained Large Language Modelscited by 0
4 more
- 2026Multi-Source Cybersecurity Logs: An ATT&CK-Labeled Dataset and SLM Evaluationcited by 0
- 2026ThreatForest: Multi-Agent Attack Tree Generation with Pluggable TTP Framework Mappingcited by 0
- 2026BEACON: Behavior-Anchored Cross-Source Knowledge Graph Construction for Cyber Threat Intelligencecited by 0
- 2026A TTP by TTP Approach: Precise Malware Detection via Malicious TTP Recognitioncited by 0
- 2026A TTP by TTP Approach: Precise Malware Detection via Malicious TTP Recognition6 Sep 2026
- 2026BEACON: Behavior-Anchored Cross-Source Knowledge Graph Construction for Cyber Threat Intelligence28 Aug 2026
- 2026ThreatForest: Multi-Agent Attack Tree Generation with Pluggable TTP Framework Mapping29 Jul 2026
- 2026Multi-Source Cybersecurity Logs: An ATT&CK-Labeled Dataset and SLM Evaluation16 Jun 2026
- 2026Evaluating Open-Source LLMs for Multi-Label ATT&CK Technique Classification on CTI Reports16 Jun 2026
- 2026Constructing Multi-label Hierarchical Classification Models for MITRE ATT&CK Text Tagging21 Jan 2026
- 2025TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text17 May 2025
- 2025MITRE ATT&CK Applications in Cybersecurity and The Way Forward15 Feb 2025
- 2025Towards a scalable AI-driven framework for data-independent Cyber Threat Intelligence Information Extraction8 Jan 2025
- 2024Cyber-Attack Technique Classification Using Two-Stage Trained Large Language Models27 Nov 2024
- 2024AnnoCTR: A Dataset for Detecting and Linking Entities, Tactics, and Techniques in Cyber Threat Reports11 Apr 2024
- 2024Noise Contrastive Estimation-based Matching Framework for Low-Resource Security Attack Pattern Recognition18 Jan 2024
4 more
- 2024Mining Temporal Attack Patterns from Cyberthreat Intelligence Reports3 Jan 2024
- 2023Time for aCTIon: Automated Analysis of Cyber Threat Intelligence in the Wild14 Jul 2023
- 2023Automated Mapping of CVE Vulnerability Records to MITRE CWE Weaknesses13 Apr 2023
- 2022Towards Automated Classification of Attackers' TTPs by combining NLP with ML Techniques18 Jul 2022
- 2023Time for aCTIon: Automated Analysis of Cyber Threat Intelligence in the Wildcited by 15
- 2022Towards Automated Classification of Attackers' TTPs by combining NLP with ML Techniquescited by 5
- 2024Noise Contrastive Estimation-based Matching Framework for Low-Resource Security Attack Pattern Recognitioncited by 4
- 2024AnnoCTR: A Dataset for Detecting and Linking Entities, Tactics, and Techniques in Cyber Threat Reportscited by 2
- 2025MITRE ATT&CK Applications in Cybersecurity and The Way Forwardcited by 2
- 2024Mining Temporal Attack Patterns from Cyberthreat Intelligence Reportscited by 1
- 2025Towards a scalable AI-driven framework for data-independent Cyber Threat Intelligence Information Extractioncited by 1
- 2026Constructing Multi-label Hierarchical Classification Models for MITRE ATT&CK Text Taggingcited by 1
- 2026Evaluating Open-Source LLMs for Multi-Label ATT&CK Technique Classification on CTI Reportscited by 1
- 2023Automated Mapping of CVE Vulnerability Records to MITRE CWE Weaknessescited by 0
- 2024Cyber-Attack Technique Classification Using Two-Stage Trained Large Language Modelscited by 0
- 2026Multi-Source Cybersecurity Logs: An ATT&CK-Labeled Dataset and SLM Evaluationcited by 0
12 most cited of 14 All 14 (JSON)
- 2026A TTP by TTP Approach: Precise Malware Detection via Malicious TTP Recognition6 Sep 2026
- 2026BEACON: Behavior-Anchored Cross-Source Knowledge Graph Construction for Cyber Threat Intelligence28 Aug 2026
- 2026Multi-Source Cybersecurity Logs: An ATT&CK-Labeled Dataset and SLM Evaluation16 Jun 2026
- 2026Evaluating Open-Source LLMs for Multi-Label ATT&CK Technique Classification on CTI Reports16 Jun 2026
- 2026Constructing Multi-label Hierarchical Classification Models for MITRE ATT&CK Text Tagging21 Jan 2026
- 2025MITRE ATT&CK Applications in Cybersecurity and The Way Forward15 Feb 2025
- 2025Towards a scalable AI-driven framework for data-independent Cyber Threat Intelligence Information Extraction8 Jan 2025
- 2024Cyber-Attack Technique Classification Using Two-Stage Trained Large Language Models27 Nov 2024
- 2024AnnoCTR: A Dataset for Detecting and Linking Entities, Tactics, and Techniques in Cyber Threat Reports11 Apr 2024
- 2024Noise Contrastive Estimation-based Matching Framework for Low-Resource Security Attack Pattern Recognition18 Jan 2024
- 2024Mining Temporal Attack Patterns from Cyberthreat Intelligence Reports3 Jan 2024
- 2023Time for aCTIon: Automated Analysis of Cyber Threat Intelligence in the Wild14 Jul 2023
12 newest of 14 All 14 (JSON)