cs.AI updates on arXiv.org 09月23日
Socratic AI工具提升在线计算机课程学习成效
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本研究调查了Socratic Mind这一基于Socratic提问的生成式人工智能(GenAI)评估工具对大型在线计算机课程学生学习的促进作用。结果表明,使用该工具的学生在情感、行为和认知参与度上表现较高,与积极的用户体验和感知学习成果紧密相关,特别是在提升低成就学生的成绩方面效果显著。

arXiv:2509.16262v1 Announce Type: cross Abstract: This study examines the impact of Socratic Mind, a Generative Artificial Intelligence (GenAI) powered formative assessment tool that employs Socratic questioning to support student learning in a large, fully online undergraduate-level computing course. Employing a quasi-experimental, mixed-methods design, we investigated participants' engagement patterns, the influence of user experience on engagement, and impacts on both perceived and actual learning outcomes. Data were collected from the system logs, surveys on user experience and perceived engagement and learning gains, student reflections, and course performance data. Results indicated that participants consistently reported high levels of affective, behavioral, and cognitive engagement, and these were strongly linked to positive user experiences and perceived learning outcomes. Quantitative analysis further revealed that students who engaged with the GenAI tool experienced significant gains in their quiz scores compared to those who did not, particularly benefiting students with lower baseline achievement. Additionally, thematic analysis of qualitative feedback revealed substantial perceived improvements in higher-order thinking skills, including problem solving, critical thinking, and self-reflection. Our findings highlight the promise of AI-mediated dialogue in fostering deeper engagement and higher-order cognitive skills. As higher education institutions expand GenAI integration in curriculum, this dialogic, GenAI powered assessment tool can offer a scalable strategy to promote students' meaningful learning outcomes.

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Socratic AI 在线教育 学习成效 GenAI工具 认知技能
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