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SQL is a central component of any database course. Despite the small number of SQL commands, students struggle to practice the concepts. To overcome this challenge, we developed an intelligent tutoring system (ITS) to guide the learning…

计算机与社会 · 计算机科学 2023-11-21 Sören Aguirre Reid , Frank Kammer , Johannes Kunz , Timon Pellekoorne , Markus Siepermann , Jonas Wölfer

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

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

Intelligent Tutoring Systems (ITSs) often contain an automated feedback component, which provides a predefined feedback message to students when they detect a predefined error. To such a feedback component, we often resort to template-based…

计算与语言 · 计算机科学 2024-07-10 Hunter McNichols , Jaewook Lee , Stephen Fancsali , Steve Ritter , Andrew Lan

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

Existing work on generating hints in Intelligent Tutoring Systems (ITS) focuses mostly on manual and non-personalized feedback. In this work, we explore automatically generated questions as personalized feedback in an ITS. Our personalized…

计算与语言 · 计算机科学 2022-06-10 Devang Kulshreshtha , Muhammad Shayan , Robert Belfer , Siva Reddy , Iulian Vlad Serban , Ekaterina Kochmar

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 tutoring systems have long enabled automated immediate feedback on student work when it is presented in a tightly structured format and when problems are very constrained, but reliably assessing free-form mathematical reasoning…

计算机与社会 · 计算机科学 2026-01-08 Aron Gohr , Marie-Amelie Lawn , Kevin Gao , Inigo Serjeant , Stephen Heslip

We explore creating automated, personalized feedback in an intelligent tutoring system (ITS). Our goal is to pinpoint correct and incorrect concepts in student answers in order to achieve better student learning gains. Although automatic…

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…

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

Intelligent Tutoring Systems (ITSs) can provide personalized and self-paced learning experience. The emergence of large language models (LLMs) further enables better human-machine interaction, and facilitates the development of…

计算与语言 · 计算机科学 2025-05-29 Zhengyuan Liu , Stella Xin Yin , Geyu Lin , Nancy F. Chen

The growing number of students enrolling in Computer Science (CS) programmes is pushing CS educators to their limits. This poses significant challenges to computing education, particularly the teaching of introductory programming and…

软件工程 · 计算机科学 2024-12-19 Zhiyu Fan , Yannic Noller , Ashish Dandekar , Abhik Roychoudhury

Despite growing interest in using LLMs to generate feedback on students' writing, little is known about how students respond to AI-mediated versus human-provided feedback. We address this gap through a randomized controlled trial in a large…

人机交互 · 计算机科学 2026-02-25 Xinyi Lu , Kexin Phyllis Ju , Mitchell Dudley , Larissa Sano , Xu Wang

This paper presents an interpretable closed-loop Intelligent Tutoring System (ITS) that supports feedback-guided practice for developing on-camera oral presentation skills at scale. The system operationalizes a seven-dimensional…

人机交互 · 计算机科学 2026-05-25 Hung-Yue Suen , Kuo-En Hung

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

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

This study explores the integration of Augmented Intelligence (AuI) in Intelligent Tutoring Systems (ITS) to address challenges in Artificial Intelligence in Education (AIED), including teacher involvement, AI reliability, and resource…

Intelligent Tutoring Systems (ITSs) have been developed to provide students with personalized learning experiences by adaptively generating learning paths optimized for each individual. Within the vast scope of ITS, score prediction stands…

人机交互 · 计算机科学 2020-07-02 Youngnam Lee , Byungsoo Kim , Dongmin Shin , JungHoon Kim , Jineon Baek , Jinhwan Lee , Youngduck Choi

Computer science class enrollments have rapidly risen in the past decade. With current class sizes, standard approaches to grading and providing personalized feedback are no longer possible and new techniques become both feasible and…

形式语言与自动机理论 · 计算机科学 2021-02-02 Loris D'Antoni , Martin Helfrich , Jan Kretinsky , Emanuel Ramneantu , Maximilian Weininger
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