H-TechniqueRAG improves F1 by 3.8% and cuts latency 62% over flat TechniqueRAG by retrieving tactics first then techniques within them on three CTI datasets.
Marine: Theoretical optimization and design for multi-agent recursive in-context enhancement.arXiv preprint arXiv:2512.07898,
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Hierarchical Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text
H-TechniqueRAG improves F1 by 3.8% and cuts latency 62% over flat TechniqueRAG by retrieving tactics first then techniques within them on three CTI datasets.