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Cheng-Hsiu Li

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#small language model Open access Oct 2026

A Lightweight LINE-Based Knowledge Chatbot for Mobile Technical Certification Learning: An Empirical Study with ChatGPT as a Baseline

This study developed a lightweight LINE-based mobile knowledge chatbot for the Level B Computer Hardware Repair certification subject and examined its instructional effectiveness in comparison with ChatGPT. The system was deployed through the LINE mobile messaging platform, allowing learners to access certification-rel...

Cheng-Hsiu Li · 0 citations

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