GRID trains Qwen-based 4B models on a task-bank reward system of multi-select questions and regex targets to extract security KGs from CTI text, reporting 84.62% precision and 64.91% recall on 249 articles from five sources.
Automated attack knowledge graph construction with large language models
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GRID: Graph Representation of Intelligence Data for Security Text Knowledge Graph Construction
GRID trains Qwen-based 4B models on a task-bank reward system of multi-select questions and regex targets to extract security KGs from CTI text, reporting 84.62% precision and 64.91% recall on 249 articles from five sources.