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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…

Computation and Language · Computer Science 2022-06-29 Sabina Elkins , Robert Belfer , Ekaterina Kochmar , Iulian Serban , Jackie C. K. Cheung

Large language model tutors are easy to build in a notebook and hard to run in a real course. We describe ITAS (Intelligent Teaching Assistant System), a multi-agent tutoring system that a graduate quantum computing course used for a…

Multiagent Systems · Computer Science 2026-04-29 Iizalaarab Elhaimeur , Nikos Chrisochoides

Computer-supported learning is an increasingly important form of study since it allows for independent learning and individualized instruction. In this paper, we discuss a novel approach to developing an intelligent tutoring system for…

Artificial Intelligence · Computer Science 2012-02-23 Serge Autexier , Dominik Dietrich , Marvin Schiller

Engineering education has historically been constrained by rigid, standardized frameworks, often neglecting students' diverse learning needs and interests. While significant advancements have been made in online and personalized education…

Computers and Society · Computer Science 2025-08-21 Shayan Bafandkar , Sungyong Chung , Homa Khosravian , Alireza Talebpour

Spreadsheets are one of the most widely used tools for end users. As a result, spreadsheets such as Excel are now included in many curricula. However, digital solutions for assessing spreadsheet assignments are still scarce in the teaching…

Computers and Society · Computer Science 2023-11-21 Sören Aguirre Reid , Frank Kammer , Jonas-Ian Kuche , Pia-Doreen Ritzke , Markus Siepermann , Max Stephan , Armin Wagenknecht

Chat interfaces for intelligent tutoring systems (ITSs) enable interactivity and flexibility. However, when students interact with chat interfaces, they expect dialogue-driven navigation from the system and can express frustration and…

Human-Computer Interaction · Computer Science 2025-02-24 Ella Cutler , Zachary Levonian , S. Thomas Christie

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.…

Machine Learning · Computer Science 2022-02-09 Robin Schmucker , Tom M. Mitchell

Generative Artificial Intelligence (AI) is revolutionizing educational technology by enabling highly personalized and adaptive learning environments within Intelligent Tutoring Systems (ITS). This report delves into the integration of…

Computation and Language · Computer Science 2024-10-15 Subhankar Maity , Aniket Deroy

In recent years, the main problem in e-learning has shifted from analyzing content to personalization of learning environment by Intelligence Tutoring Systems (ITSs). Therefore, by designing personalized teaching models, learners are able…

Human-Computer Interaction · Computer Science 2021-11-30 Mahdi Pourmirzaei , Gholam Ali Montazer , Ebrahim Mousavi

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…

Computation and Language · Computer Science 2020-05-11 Ekaterina Kochmar , Dung Do Vu , Robert Belfer , Varun Gupta , Iulian Vlad Serban , Joelle Pineau

In this paper, we propose Tutoring bot, a generative chatbot trained on a large scale of tutor-student conversations for English-language learning. To mimic a human tutor's behavior in language education, the tutor bot leverages diverse…

Artificial Intelligence · Computer Science 2023-02-27 Hyungjoo Chae , Minjin Kim , Chaehyeong Kim , Wonseok Jeong , Hyejoong Kim , Junmyung Lee , Jinyoung Yeo

Intelligent tutoring systems (ITS) are effective for improving students' learning outcomes. However, their development is often complex, time-consuming, and requires specialized programming and tutor design knowledge, thus hindering their…

Human-Computer Interaction · Computer Science 2024-04-12 Glen Smith , Adit Gupta , Christopher MacLellan

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…

Computers and Society · Computer Science 2020-09-22 Byungsoo Kim , Hongseok Suh , Jaewe Heo , Youngduck Choi

Recent advancements in artificial intelligence (AI) and machine learning have reignited interest in their impact on Computer-based Learning (CBL). AI-driven tools like ChatGPT and Intelligent Tutoring Systems (ITS) have enhanced learning…

Computers and Society · Computer Science 2025-05-07 Mohsen Balavar , Wenli Yang , David Herbert , Soonja Yeom

Intelligent Tutoring Systems (ITSs) have revolutionized education by offering personalized learning experiences. However, as goal-oriented learning, which emphasizes efficiently achieving specific objectives, becomes increasingly important…

Artificial Intelligence · Computer Science 2025-01-28 Tianfu Wang , Yi Zhan , Jianxun Lian , Zhengyu Hu , Nicholas Jing Yuan , Qi Zhang , Xing Xie , Hui Xiong

The implementation of teaching interventions in learning needs has received considerable attention, as the provision of the same educational conditions to all students, is pedagogically ineffective. In contrast, more effectively considered…

Information Retrieval · Computer Science 2020-10-12 Vasiliki Demertzi , Konstantinos Demertzis

This paper presents our experiences in designing, implementing, and piloting an intelligent vocabulary learning tutor. The design builds on several intelligent tutoring design concepts, including graph-based knowledge representation,…

Artificial Intelligence · Computer Science 2018-07-10 Ravi Kokku , Aditya Vempaty , Tamer Abuelsaad , Prasenjit Dey , Tammy Humphrey , Akimi Gibson , Jennifer Kotler

As generation Z's big data is flooding the Internet through social nets, neural network based data processing is turning an important cornerstone, showing significant potential for fast extraction of data patterns. Online course delivery…

Human-Computer Interaction · Computer Science 2020-05-12 Ioana R. Goldbach , Felix G. Hamza-Lup

An educational system, the tutor-web (http://tutor-web.net), has been developed and used for educational research. The system is accessible and free to use for anyone having access to the Web. It is based on open source software and the…

Applications · Statistics 2013-10-18 Anna Helga Jonsdottir , Gunnar Stefansson

Instant e-Teaching is a new concept that supplements e-Teaching and e-Learning environment in providing a full and comprehensive modern education styles. The e-Learning technology depicts the concept of enabling self-learning among students…

Computers and Society · Computer Science 2011-07-26 Suhailan Safei , Mat Atar Mat Amin , Ahmad Nazari Mohd Rose , Mohd Nordin Abdul Rahman