From Passive Watching to Active Learning: Empowering Proactive Participation in Digital Classrooms with AI Video Assistant
<|reference_start|>From Passive Watching to Active Learning: Empowering Proactive Participation in Digital Classrooms with AI Video Assistant: In online education, innovative tools are crucial for enhancing learning outcomes. SAM (Study with AI Mentor) is an advanced platform that integrates educational videos with a context-aware chat interface powered by large language models. SAM encourages students to ask questions and explore unclear concepts in real-time, offering personalized, context-specific assistance, including explanations of formulas, slides, and images. In a crowdsourced user study involving 140 participants, SAM was evaluated through pre- and post-knowledge tests, comparing a group using SAM with a control group. The results demonstrated that SAM users achieved greater knowledge gains, with a 96.8% answer accuracy. Participants also provided positive feedback on SAM's usability and effectiveness. SAM's proactive approach to learning not only enhances learning outcomes but also empowers students to take full ownership of their educational experience, representing a promising future direction for online learning tools.<|reference_end|>
@article{bodonhelyi2024from,
    title={From Passive Watching to Active Learning: Empowering Proactive
  Participation in Digital Classrooms with AI Video Assistant},
    author={Anna Bodonhelyi, Enkeleda Thaqi, S"uleyman "Ozdel, Efe Bozkir,
  Enkelejda Kasneci},
    journal={arXiv preprint arXiv:2409.15843},
    year={2024},
    archivePrefix={arXiv},
    eprint={2409.15843},
    primaryClass={cs.AI}
}