Large Language Models Are Unreliable for Cyber Threat Intelligence
Fuente:
arXiv
Saved in:
| Main Authors: | Mezzi, Emanuele, Massacci, Fabio, Tuma, Katja |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Risks of ignoring uncertainty propagation in AI-augmented security pipelines
by: Mezzi, Emanuele, et al.
Published: (2024)
by: Mezzi, Emanuele, et al.
Published: (2024)
CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models
by: Cheng, Yutong, et al.
Published: (2024)
by: Cheng, Yutong, et al.
Published: (2024)
Distributed Threat Intelligence at the Edge Devices: A Large Language Model-Driven Approach
by: Hasan, Syed Mhamudul, et al.
Published: (2024)
by: Hasan, Syed Mhamudul, et al.
Published: (2024)
Preserving Privacy in Large Language Models: A Survey on Current Threats and Solutions
by: Miranda, Michele, et al.
Published: (2024)
by: Miranda, Michele, et al.
Published: (2024)
Towards Characterizing Cyber Networks with Large Language Models
by: Hartsock, Alaric, et al.
Published: (2024)
by: Hartsock, Alaric, et al.
Published: (2024)
Cyber Threat Detection and Vulnerability Assessment System using Generative AI and Large Language Model
by: M, Keerthi Kumar., et al.
Published: (2026)
by: M, Keerthi Kumar., et al.
Published: (2026)
Securing Large Language Models: Threats, Vulnerabilities and Responsible Practices
by: Abdali, Sara, et al.
Published: (2024)
by: Abdali, Sara, et al.
Published: (2024)
Mind the Gap: Missing Cyber Threat Coverage in NIDS Datasets for the Energy Sector
by: Tory, Adrita Rahman, et al.
Published: (2025)
by: Tory, Adrita Rahman, et al.
Published: (2025)
Large Language Model Integration with Reinforcement Learning to Augment Decision-Making in Autonomous Cyber Operations
by: Tholl, Konur, et al.
Published: (2025)
by: Tholl, Konur, et al.
Published: (2025)
AutoMalDesc: Large-Scale Script Analysis for Cyber Threat Research
by: Apostu, Alexandru-Mihai, et al.
Published: (2025)
by: Apostu, Alexandru-Mihai, et al.
Published: (2025)
Security in the Fine-Tuning Lifecycle of Large Language Models: Threats, Defenses,Evaluation, and Future Directions
by: Li, Wenjuan, et al.
Published: (2026)
by: Li, Wenjuan, et al.
Published: (2026)
Cyber Threat Intelligence for Artificial Intelligence Systems
by: Krawczyk, Natalia, et al.
Published: (2026)
by: Krawczyk, Natalia, et al.
Published: (2026)
CySecBench: Generative AI-based CyberSecurity-focused Prompt Dataset for Benchmarking Large Language Models
by: Wahréus, Johan, et al.
Published: (2025)
by: Wahréus, Johan, et al.
Published: (2025)
Actionable Cyber Threat Intelligence using Knowledge Graphs and Large Language Models
by: Fieblinger, Romy, et al.
Published: (2024)
by: Fieblinger, Romy, et al.
Published: (2024)
FALCON: Autonomous Cyber Threat Intelligence Mining with LLMs for IDS Rule Generation
by: Mitra, Shaswata, et al.
Published: (2025)
by: Mitra, Shaswata, et al.
Published: (2025)
An Interpretable N-gram Perplexity Threat Model for Large Language Model Jailbreaks
by: Boreiko, Valentyn, et al.
Published: (2024)
by: Boreiko, Valentyn, et al.
Published: (2024)
Tool Preferences in Agentic LLMs are Unreliable
by: Faghih, Kazem, et al.
Published: (2025)
by: Faghih, Kazem, et al.
Published: (2025)
The Use of Large Language Models (LLM) for Cyber Threat Intelligence (CTI) in Cybercrime Forums
by: Clairoux-Trepanier, Vanessa, et al.
Published: (2024)
by: Clairoux-Trepanier, Vanessa, et al.
Published: (2024)
Uncovering Vulnerabilities of LLM-Assisted Cyber Threat Intelligence
by: Meng, Yuqiao, et al.
Published: (2025)
by: Meng, Yuqiao, et al.
Published: (2025)
Quantum-Augmented AI/ML for O-RAN: Hierarchical Threat Detection with Synergistic Intelligence and Interpretability (Technical Report)
by: Le, Tan, et al.
Published: (2025)
by: Le, Tan, et al.
Published: (2025)
The Application of Transformer-Based Models for Predicting Consequences of Cyber Attacks
by: Chhetri, Bipin, et al.
Published: (2025)
by: Chhetri, Bipin, et al.
Published: (2025)
A Large Language Model-Supported Threat Modeling Framework for Transportation Cyber-Physical Systems
by: Salek, M Sabbir, et al.
Published: (2025)
by: Salek, M Sabbir, et al.
Published: (2025)
AnnoCTR: A Dataset for Detecting and Linking Entities, Tactics, and Techniques in Cyber Threat Reports
by: Lange, Lukas, et al.
Published: (2024)
by: Lange, Lukas, et al.
Published: (2024)
Modeling Behavioral Preferences of Cyber Adversaries Using Inverse Reinforcement Learning
by: Shinde, Aditya, et al.
Published: (2025)
by: Shinde, Aditya, et al.
Published: (2025)
CTIBench: A Benchmark for Evaluating LLMs in Cyber Threat Intelligence
by: Alam, Md Tanvirul, et al.
Published: (2024)
by: Alam, Md Tanvirul, et al.
Published: (2024)
PHANTOM: Progressive High-fidelity Adversarial Network for Threat Object Modeling
by: Al-Karaki, Jamal, et al.
Published: (2025)
by: Al-Karaki, Jamal, et al.
Published: (2025)
Contextual Chart Generation for Cyber Deception
by: Nguyen, David D., et al.
Published: (2024)
by: Nguyen, David D., et al.
Published: (2024)
Towards a scalable AI-driven framework for data-independent Cyber Threat Intelligence Information Extraction
by: Sorokoletova, Olga, et al.
Published: (2025)
by: Sorokoletova, Olga, et al.
Published: (2025)
SecureBERT 2.0: Advanced Language Model for Cybersecurity Intelligence
by: Aghaei, Ehsan, et al.
Published: (2025)
by: Aghaei, Ehsan, et al.
Published: (2025)
Adversarial Machine Learning Threats to Spacecraft
by: Thummala, Rajiv, et al.
Published: (2024)
by: Thummala, Rajiv, et al.
Published: (2024)
Privacy Auditing of Large Language Models
by: Panda, Ashwinee, et al.
Published: (2025)
by: Panda, Ashwinee, et al.
Published: (2025)
Watermark Stealing in Large Language Models
by: Jovanović, Nikola, et al.
Published: (2024)
by: Jovanović, Nikola, et al.
Published: (2024)
An In-Depth Analysis of Cyber Attacks in Secured Platforms
by: Ozoh, Parick, et al.
Published: (2025)
by: Ozoh, Parick, et al.
Published: (2025)
Less is more? Rewards in RL for Cyber Defence
by: Bates, Elizabeth, et al.
Published: (2025)
by: Bates, Elizabeth, et al.
Published: (2025)
GenDFIR: Advancing Cyber Incident Timeline Analysis Through Retrieval Augmented Generation and Large Language Models
by: Loumachi, Fatma Yasmine, et al.
Published: (2024)
by: Loumachi, Fatma Yasmine, et al.
Published: (2024)
Model-based Large Language Model Customization as Service
by: Wu, Zhaomin, et al.
Published: (2024)
by: Wu, Zhaomin, et al.
Published: (2024)
Exploring the Secondary Risks of Large Language Models
by: Chen, Jiawei, et al.
Published: (2025)
by: Chen, Jiawei, et al.
Published: (2025)
Jailbreaking and Mitigation of Vulnerabilities in Large Language Models
by: Peng, Benji, et al.
Published: (2024)
by: Peng, Benji, et al.
Published: (2024)
Finetuning Large Language Models for Vulnerability Detection
by: Shestov, Alexey, et al.
Published: (2024)
by: Shestov, Alexey, et al.
Published: (2024)
Towards Production-Worthy Simulation for Autonomous Cyber Operations
by: Tholl, Konur, et al.
Published: (2025)
by: Tholl, Konur, et al.
Published: (2025)
Similar Items
-
Risks of ignoring uncertainty propagation in AI-augmented security pipelines
by: Mezzi, Emanuele, et al.
Published: (2024) -
CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models
by: Cheng, Yutong, et al.
Published: (2024) -
Distributed Threat Intelligence at the Edge Devices: A Large Language Model-Driven Approach
by: Hasan, Syed Mhamudul, et al.
Published: (2024) -
Preserving Privacy in Large Language Models: A Survey on Current Threats and Solutions
by: Miranda, Michele, et al.
Published: (2024) -
Towards Characterizing Cyber Networks with Large Language Models
by: Hartsock, Alaric, et al.
Published: (2024)