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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…

多智能体系统 · 计算机科学 2026-04-29 Iizalaarab Elhaimeur , Nikos Chrisochoides

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) 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…

计算与语言 · 计算机科学 2024-04-05 Zhengyuan Liu , Stella Xin Yin , Carolyn Lee , Nancy F. Chen

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…

计算机与社会 · 计算机科学 2025-05-07 Mohsen Balavar , Wenli Yang , David Herbert , Soonja Yeom

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…

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

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

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

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

In this work, we propose a video-based transfer learning approach for predicting problem outcomes of students working with an intelligent tutoring system (ITS). By analyzing a student's face and gestures, our method predicts the outcome of…

Instruction-guided text-to-speech (ITTS) enables users to control speech generation through natural language prompts, offering a more intuitive interface than traditional TTS. However, the alignment between user style instructions and…

音频与语音处理 · 电气工程与系统科学 2026-04-28 Yi-Cheng Lin , Huang-Cheng Chou , Tzu-Chieh Wei , Kuan-Yu Chen , Hung-yi Lee

We present a multi-modal dialogue system for interactive learning of perceptually grounded word meanings from a human tutor. The system integrates an incremental, semantic parsing/generation framework - Dynamic Syntax and Type Theory with…

计算与语言 · 计算机科学 2017-10-02 Yanchao Yu , Arash Eshghi , Oliver Lemon

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…

人机交互 · 计算机科学 2021-11-30 Mahdi Pourmirzaei , Gholam Ali Montazer , Ebrahim Mousavi

This work investigates how tutoring discourse interacts with students' proximal knowledge to explain and predict students' learning outcomes. Our work is conducted in the context of high-dosage human tutoring where 9th-grade students (N=…

人工智能 · 计算机科学 2024-05-13 Mark Abdelshiheed , Jennifer K. Jacobs , Sidney K. D'Mello

The advent of Intelligent Tutoring Systems (ITSs) has marked a paradigm shift in education, enabling highly personalized learning pathways. However, true personalization requires adapting to learners' complex knowledge states (multi-source)…

多智能体系统 · 计算机科学 2025-11-17 Biqing Zeng , Mengquan Liu , Zongwei Zhen

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

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

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

The ICAP framework defines four cognitive engagement levels: Passive, Active, Constructive, and Interactive, where increased cognitive engagement can yield improved learning. However, personalizing learning activities that elicit the…

人工智能 · 计算机科学 2026-02-10 Sutapa Dey Tithi , Nazia Alam , Tahreem Yasir , Yang Shi , Xiaoyi Tian , Min Chi , Tiffany Barnes
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