论文标题

一个新时代:智能辅导系统将改变数百万的在线学习

A New Era: Intelligent Tutoring Systems Will Transform Online Learning for Millions

论文作者

St-Hilaire, Francois, Vu, Dung Do, Frau, Antoine, Burns, Nathan, Faraji, Farid, Potochny, Joseph, Robert, Stephane, Roussel, Arnaud, Zheng, Selene, Glazier, Taylor, Romano, Junfel Vincent, Belfer, Robert, Shayan, Muhammad, Smofsky, Ariella, Delarosbil, Tommy, Ahn, Seulmin, Eden-Walker, Simon, Sony, Kritika, Ching, Ansona Onyi, Elkins, Sabina, Stepanyan, Anush, Matajova, Adela, Chen, Victor, Sahraei, Hossein, Larson, Robert, Markova, Nadia, Barkett, Andrew, Charlin, Laurent, Bengio, Yoshua, Serban, Iulian Vlad, Kochmar, Ekaterina

论文摘要

尽管人工智能(AI)改变了我们社会的主要方面,但探索了不超过其潜力的一小部分,更不用说部署了教育。 AI驱动的学习可以为数百万的学习者提供高度个性化,积极和实践的学习经验,这是成功学习的关键。这在在线学习平台的背景下尤其重要。在本文中,我们介绍了对两个流行的在线学习平台(n = 199个参与者)的学习成果的比较头对头研究的结果:一个MOOC平台,遵循传统模型,使用讲座视频和多项选择测验提供内容,而Korbit学习平台可提供高度个性化的,积极的,积极的,积极的学习和实践学习经验。我们观察到学习成果的巨大且统计学上的显着增加,Korbit平台上的学生提供了全部反馈,从而提高了课程完成率,并且比MOOC平台上的学生和对照组的学生高2至2.5倍,而对照组的学生未在KORBIT平台上获得个性化的反馈。结果表明,通过个性化的,积极的学习AI驱动系统可以实现巨大的影响。为世界上数百万学习者提供这项技术和学习经验将代表向教育民主化的重大飞跃。

Despite artificial intelligence (AI) having transformed major aspects of our society, less than a fraction of its potential has been explored, let alone deployed, for education. AI-powered learning can provide millions of learners with a highly personalized, active and practical learning experience, which is key to successful learning. This is especially relevant in the context of online learning platforms. In this paper, we present the results of a comparative head-to-head study on learning outcomes for two popular online learning platforms (n=199 participants): A MOOC platform following a traditional model delivering content using lecture videos and multiple-choice quizzes, and the Korbit learning platform providing a highly personalized, active and practical learning experience. We observe a huge and statistically significant increase in the learning outcomes, with students on the Korbit platform providing full feedback resulting in higher course completion rates and achieving learning gains 2 to 2.5 times higher than both students on the MOOC platform and students in a control group who don't receive personalized feedback on the Korbit platform. The results demonstrate the tremendous impact that can be achieved with a personalized, active learning AI-powered system. Making this technology and learning experience available to millions of learners around the world will represent a significant leap forward towards the democratization of education.

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