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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

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…

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

The emergence of generative AI has accelerated the development of conversational tutoring systems that interact with students through natural language dialogue. Unlike prior intelligent tutoring systems (ITS), which largely function as…

Human-Computer Interaction · Computer Science 2026-02-24 Kirk Vanacore , Ryan S. Baker , Avery H. Closser , Jeremy Roschelle

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…

Computation and Language · Computer Science 2025-05-29 Zhengyuan Liu , Stella Xin Yin , Geyu Lin , Nancy F. Chen

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…

Computers and Society · Computer Science 2025-03-14 Vincent Liu , Ehsan Latif , Xiaoming Zhai

Integrating AI-driven tools in higher education is an emerging area with transformative potential. This paper introduces Iris, a chat-based virtual tutor integrated into the interactive learning platform Artemis that offers personalized,…

Human-Computer Interaction · Computer Science 2024-07-11 Patrick Bassner , Eduard Frankford , Stephan Krusche

Dialogue-based Intelligent Tutoring Systems (ITSs) have significantly advanced adaptive and personalized learning by automating sophisticated human tutoring strategies within interactive dialogues. However, replicating the nuanced patterns…

Artificial Intelligence · Computer Science 2024-09-26 Liang Zhang , Jionghao Lin , Ziyi Kuang , Sheng Xu , Xiangen Hu

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

This study explores the integration of the ChatGPT API with GPT-4 model and Microsoft Copilot Studio on the Microsoft Teams platform to develop an intelligent tutoring system. Designed to provide instant support to students, the system…

Computation and Language · Computer Science 2024-05-24 Wei-Yu Chen

Large Language Models (LLMs) have a great potential to serve as readily available and cost-efficient Conversational Intelligent Tutoring Systems (CITS) for teaching L2 learners of English. Existing CITS, however, are designed to teach only…

Computation and Language · Computer Science 2025-03-12 Soonwoo Kwon , Sojung Kim , Minju Park , Seunghyun Lee , Kyuseok Kim

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

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…

Computation and Language · Computer Science 2021-03-16 Matt Grenander , Robert Belfer , Ekaterina Kochmar , Iulian V. Serban , François St-Hilaire , Jackie C. K. Cheung

Large language models (LLMs) achieve strong performance when all task-relevant information is available upfront, as in static prediction and instruction-following problems. However, many real-world decision-making tasks are inherently…

Artificial Intelligence · Computer Science 2026-02-05 Xiaofeng Lin , Sirou Zhu , Yilei Chen , Mingyu Chen , Hejian Sang , Ioannis Paschalidis , Zhipeng Wang , Aldo Pacchiano , Xuezhou Zhang

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…

Human-Computer Interaction · Computer Science 2026-05-25 Hung-Yue Suen , Kuo-En Hung

The integration of artificial intelligence (AI) into education continues to evoke both promise and skepticism. While past waves of technological optimism often fell short, recent advances in large language models (LLMs) have revived the…

Computers and Society · Computer Science 2025-12-16 Lucia Happe , Dominik Fuchß , Luca Hüttner , Kai Marquardt , Anne Koziolek

Interactive Intelligent Tutoring Systems (ITSs) enhance traditional ITSs by promoting effective learning through interactions and problem resolution in online education. Yet, proactive engagement, prioritizing resource optimization with…

Computers and Society · Computer Science 2025-08-25 Yang Deng , Zifeng Ren , An Zhang , Tat-Seng Chua

Intelligent tutoring systems (ITSs) that imitate human tutors and aim to provide immediate and customized instructions or feedback to learners have shown their effectiveness in education. With the emergence of generative artificial…

Computation and Language · Computer Science 2024-04-05 Zhengyuan Liu , Stella Xin Yin , Carolyn Lee , Nancy F. Chen

A widespread adoption of Virtual, Augmented, and Mixed Reality (VR/AR/MR), collectively referred to as Extended Reality (XR), has become a tangible possibility to revolutionize educational and training scenarios by offering immersive,…

Human-Computer Interaction · Computer Science 2024-07-10 Rama Krishnan Gopal Ramasamy Thandapani , Benjamin Capel , Antoine Lasnier , Ioannis Chatzigiannakis

Chatbots have become popular in educational settings, revolutionizing how students interact with material and how teachers teach. We present Curriculum-Driven EduBot, a framework for developing a chatbot that combines the interactive…

Computation and Language · Computer Science 2024-08-06 Yu Li , Shang Qu , Jili Shen , Shangchao Min , Zhou Yu
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