CyberBOT: Towards Reliable Cybersecurity Education via Ontology-Grounded Retrieval Augmented Generation
CyberBOT: Towards Reliable Cybersecurity Education via Ontology-Grounded Retrieval Augmented Generation
Advancements in large language models (LLMs) have enabled the development of intelligent educational tools that support inquiry-based learning across technical domains. In cybersecurity education, where accuracy and safety are paramount, systems must go beyond surface-level relevance to provide information that is both trustworthy and domain-appropriate. To address this challenge, we introduce CyberBOT, a question-answering chatbot that leverages a retrieval-augmented generation (RAG) pipeline to incorporate contextual information from course-specific materials and validate responses using a domain-specific cybersecurity ontology. The ontology serves as a structured reasoning layer that constrains and verifies LLM-generated answers, reducing the risk of misleading or unsafe guidance. CyberBOT has been deployed in a large graduate-level course at Arizona State University (ASU), where more than one hundred students actively engage with the system through a dedicated web-based platform. Computational evaluations in lab environments highlight the potential capacity of CyberBOT, and a forthcoming field study will evaluate its pedagogical impact. By integrating structured domain reasoning with modern generative capabilities, CyberBOT illustrates a promising direction for developing reliable and curriculum-aligned AI applications in specialized educational contexts.
Chengshuai Zhao、Riccardo De Maria、Tharindu Kumarage、Kumar Satvik Chaudhary、Garima Agrawal、Yiwen Li、Jongchan Park、Yuli Deng、Ying-Chih Chen、Huan Liu
信息传播、知识传播教育计算技术、计算机技术
Chengshuai Zhao,Riccardo De Maria,Tharindu Kumarage,Kumar Satvik Chaudhary,Garima Agrawal,Yiwen Li,Jongchan Park,Yuli Deng,Ying-Chih Chen,Huan Liu.CyberBOT: Towards Reliable Cybersecurity Education via Ontology-Grounded Retrieval Augmented Generation[EB/OL].(2025-03-31)[2025-06-18].https://arxiv.org/abs/2504.00389.点此复制
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