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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

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…

Computation and Language · Computer Science 2022-06-10 Devang Kulshreshtha , Muhammad Shayan , Robert Belfer , Siva Reddy , Iulian Vlad Serban , Ekaterina Kochmar

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

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

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

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

The paper extends an existing Intelligent Tutoring System (ITS) that supports students' learning via AI-driven personalized hints and can generate explanations to justify why/how the hints were generated. In this work, we investigate…

Artificial Intelligence · Computer Science 2026-03-12 Vedant Bahel , Harshinee Sriram , Cristina Conati

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…

Information Retrieval · Computer Science 2025-07-28 Meriem Zerkouk , Miloud Mihoubi , Belkacem Chikhaoui

As the recent Large Language Models(LLM's) become increasingly competent in zero-shot and few-shot reasoning across various domains, educators are showing a growing interest in leveraging these LLM's in conversation-based tutoring systems.…

Human-Computer Interaction · Computer Science 2024-03-22 Minju Park , Sojung Kim , Seunghyun Lee , Soonwoo Kwon , Kyuseok Kim

In the last several years, the field of computer assisted language learning has increasingly focused on computer aided question generation. However, this approach often provides test takers with an exhaustive amount of questions that are…

Computation and Language · Computer Science 2018-08-30 Yi-Ting Huang , Meng Chang Chen , Yeali S. Sun

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

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…

Machine Learning · Computer Science 2025-11-20 Jeffrey Jiang , Kevin Hong , Emily Kuczynski , Gregory Pottie

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…

Human-Computer Interaction · Computer Science 2018-12-27 Ali Alkhatlan , Jugal Kalita

Driven by the global shift towards online learning prompted by the COVID 19 pandemic, Artificial Intelligence has emerged as a pivotal player in the field of education. Intelligent Tutoring Systems offer a new method of personalized…

Artificial Intelligence · Computer Science 2025-05-06 Simon Suh

Our research is a step toward ascertaining the need for personalization, in XAI, and we do so in the context of investigating the value of explanations of AI-driven hints and feedback are useful in Intelligent Tutoring Systems (ITS). We…

Artificial Intelligence · Computer Science 2020-08-14 Cristina Conati , Oswald Barral , Vanessa Putnam , Lea Rieger

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…

Computation and Language · Computer Science 2025-10-28 Kaushal Kumar Maurya , Ekaterina Kochmar

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

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…

Human-Computer Interaction · Computer Science 2020-07-02 Youngnam Lee , Byungsoo Kim , Dongmin Shin , JungHoon Kim , Jineon Baek , Jinhwan Lee , Youngduck Choi

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
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