An OCR-and-LLM pipeline integrated into a legacy cybersecurity lab platform delivers comparable instructional value to multimodal models on text-heavy slides with lower cost.
Claas: Cybersecurity lab as a service–design, analysis, and evaluation,
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Integrating Generative AI into Cybersecurity Education: A Study of OCR and Multimodal LLM-assisted Instruction
An OCR-and-LLM pipeline integrated into a legacy cybersecurity lab platform delivers comparable instructional value to multimodal models on text-heavy slides with lower cost.