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To expand the use of intelligent tutoring systems (ITS) in K-12 schools, it is essential to understand the conditions under which their use is most beneficial. This meta-analysis evaluated the heterogeneity of ITS effects across studies…

人机交互 · 计算机科学 2025-11-10 Walter L. Leite , Huibin Zhang , Shibani Rana , Yide Hao , Amber D. Hatch , Lingchen Kong , Huan Kuang

AI-based Intelligent Tutoring Systems (ITS) have significant potential to transform teaching and learning. As efforts continue to design, develop, and integrate ITS into educational contexts, mixed results about their effectiveness have…

信息检索 · 计算机科学 2025-07-28 Meriem Zerkouk , Miloud Mihoubi , Belkacem Chikhaoui

Intelligent tutors have proven to be effective in K-12 education, though their impact on adult learners -- especially as a supplementary resource -- remains underexplored. Understanding how adults voluntarily engage with educational…

人机交互 · 计算机科学 2025-02-25 Adit Gupta , Christopher MacLellan

This paper provides interested beginners with an updated and detailed introduction to the field of Intelligent Tutoring Systems (ITS). ITSs are computer programs that use artificial intelligence techniques to enhance and personalize…

人机交互 · 计算机科学 2018-12-27 Ali Alkhatlan , Jugal Kalita

While intelligent tutoring systems (ITSs) can use information from past students to personalize instruction, each new student is unique. Moreover, the education problem is inherently difficult because the learning process is only partially…

机器学习 · 计算机科学 2025-11-20 Jeffrey Jiang , Kevin Hong , Emily Kuczynski , Gregory Pottie

This study systematically reviews the transformative role of Tutoring Systems, encompassing Intelligent Tutoring Systems (ITS) and Robot Tutoring Systems (RTS), in addressing global educational challenges through advanced technologies. As…

计算机与社会 · 计算机科学 2025-03-14 Vincent Liu , Ehsan Latif , Xiaoming Zhai

This paper investigates personalization in the field of intelligent tutoring systems (ITS). We hypothesize that personalization in the way questions are asked improves student learning outcomes. Previous work on dialogue-based ITS…

计算与语言 · 计算机科学 2022-06-29 Sabina Elkins , Robert Belfer , Ekaterina Kochmar , Iulian Serban , Jackie C. K. Cheung

Intelligent tutoring systems (ITSs) are effective in helping students learn; further research could make them even more effective. Particularly desirable is research into how students learn with these systems, how these systems best support…

We investigate how automated, data-driven, personalized feedback in a large-scale intelligent tutoring system (ITS) improves student learning outcomes. We propose a machine learning approach to generate personalized feedback, which takes…

计算与语言 · 计算机科学 2020-05-11 Ekaterina Kochmar , Dung Do Vu , Robert Belfer , Varun Gupta , Iulian Vlad Serban , Joelle Pineau

Practice and extensive exercises are essential in programming education. Intelligent tutoring systems (ITSs) are a viable option to provide individualized hints and advice to programming students even when human tutors are not available.…

机器学习 · 计算机科学 2026-04-20 Alina Deriyeva , Jesper Dannath , Benjamin Paassen

With advancement in computer science research on artificial intelligence and in cognitive psychology research on human learning and performance, the next generation of computer-based tutoring systems moved beyond the simple presentation of…

计算机与社会 · 计算机科学 2013-03-01 R. Santhi , B. Priya , J. M. Nandhini

An Intelligent Tutoring System (ITS) has been shown to improve students' learning outcomes by providing a personalized curriculum that addresses individual needs of every student. However, despite the effectiveness and efficiency that ITS…

计算机与社会 · 计算机科学 2020-09-22 Byungsoo Kim , Hongseok Suh , Jaewe Heo , Youngduck Choi

Mastery learning, the notion that students learn best if they move on from studying a topic only after having demonstrated mastery, sits at the foundation of the theory of intelligent tutoring. This paper is an exploration of how mastery…

应用统计 · 统计学 2018-02-26 Anita Israni , Adam C Sales , John F Pane

Past research has defined a general process for the data-driven redesign of educational technologies and has shown that in carefully-selected instances, this process can help make systems more effective. In the current work, we test the…

人机交互 · 计算机科学 2026-04-01 Qianru Lyu , Conrad Borchers , Meng Xia , Karen Xiao , Paulo F. Carvalho , Kenneth R. Koedinger , Vincent Aleven

Integration of human feedback plays a key role in improving the learning capabilities of intelligent systems. This comparative study delves into the performance, robustness, and limitations of imitation learning compared to traditional…

机器学习 · 计算机科学 2024-10-30 Amr Gomaa , Bilal Mahdy

Intelligent Tutoring Systems often grant learners shared control over skill and problem selection. This choice brings motivational and metacognitive benefits. At the same time, past literature suggests that learners exhibit diverse…

人机交互 · 计算机科学 2026-05-26 Haley Noh , Aarna Chowdhary , Jeroen Ooge , Vincent Aleven , Conrad Borchers

We present an empirical study of how both experienced tutors and non-tutors judge the correctness of tutor praise responses under different Artificial Intelligence (AI)-assisted interfaces, types of explanation (textual explanations vs.…

人机交互 · 计算机科学 2026-01-06 Eason Chen , Jeffrey Li , Scarlett Huang , Xinyi Tang , Jionghao Lin , Paulo Carvalho , Kenneth Koedinger

Millions of learners worldwide are now using intelligent tutoring systems (ITSs). At their core, ITSs rely on machine learning algorithms to track each user's changing performance level over time to provide personalized instruction.…

机器学习 · 计算机科学 2022-02-09 Robin Schmucker , Tom M. Mitchell

The interdisciplinary research domain of Artificial Intelligence in Education (AIED) has a long history of developing Intelligent Tutoring Systems (ITSs) by integrating insights from technological advancements, educational theories, and…

计算与语言 · 计算机科学 2025-10-28 Kaushal Kumar Maurya , Ekaterina Kochmar

Todays, Intelligent and web-based E-learning is one of regarded topics. So researchers are trying to optimize and expand its application in the field of education. The aim of this paper is developing of E-learning software which is…

计算机与社会 · 计算机科学 2013-04-17 Hossein Movafegh Ghadirli , Maryam Rastgarpour
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