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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. CyBOKClaw: Human-in-the-Loop CyBOK Mapping for Cybersecurity Curriculum

    This paper introduces CyBOKClaw, a novel framework designed to assist in mapping cybersecurity keywords and phrases to the Cyber Security Body of Knowledge (CyBOK). The system functions as an interpretable, human-in-the-loop retrieval tool, generating top-k candidates for expert review rather than strict classification. It incorporates query normalization, term expansion, concept-level boosts, and domain-sensitive ranking to improve accuracy. Evaluation metrics, including an expert-guided usefulness score (ECA-5), demonstrate CyBOKClaw's effectiveness in providing practical CyBOK mapping utility. AI

    IMPACT Provides a more accurate and practical method for mapping cybersecurity knowledge, potentially improving educational curricula and professional development.