This research aims to address complex cybersecurity challenges, namely Advanced Persistent Threat (APT), by developing a Threat Intelligence Knowledge Graph. The study proposes a Natural Language Processing based approach to extract entities and relationships from APT reports, using a pre trained Deepseek model. This model was fine-tuned specifically for Named Entity Recognition (NER) and Relat…