History, development, and principles of large language models: an introductory survey

Z Wang, Z Chu, TV Doan, S Ni, M Yang, W Zhang - AI and Ethics, 2024 - Springer
Abstract Language models serve as a cornerstone in natural language processing, utilizing
mathematical methods to generalize language laws and knowledge for prediction and …

Simulating classroom education with llm-empowered agents

Z Zhang, D Zhang-Li, J Yu, L Gong, J Zhou… - arxiv preprint arxiv …, 2024 - arxiv.org
Large language models (LLMs) have been employed in various intelligent educational tasks
to assist teaching. While preliminary explorations have focused on independent LLM …

[HTML][HTML] Analyzing K-12 AI education: A large language model study of classroom instruction on learning theories, pedagogy, tools, and AI literacy

D Wu, M Chen, X Chen, X Liu - Computers and Education: Artificial …, 2024 - Elsevier
There is growing recognition among researchers and stakeholders about the significant
impact of artificial intelligence (AI) technology on classroom instruction. As a crucial element …

Towards goal-oriented intelligent tutoring systems in online education

Y Deng, Z Ren, A Zhang, W Lei, TS Chua - arxiv preprint arxiv …, 2023 - arxiv.org
Interactive Intelligent Tutoring Systems (ITSs) enhance traditional ITSs by promoting
effective learning through interactions and problem resolution in online education. Yet …

Scaffolding language learning via multi-modal tutoring systems with pedagogical instructions

Z Liu, SX Yin, C Lee, NF Chen - 2024 IEEE Conference on …, 2024 - ieeexplore.ieee.org
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 …

PAIGE: Examining learning outcomes and experiences with personalized AI-generated educational podcasts

TD Do, UB Shafqat, E Ling, N Sarda - arxiv preprint arxiv:2409.04645, 2024 - arxiv.org
Generative AI is revolutionizing content creation and has the potential to enable real-time,
personalized educational experiences. We investigated the effectiveness of converting …

Training Turn-by-Turn Verifiers for Dialogue Tutoring Agents: The Curious Case of LLMs as Your Coding Tutors

J Wang, Y Dai, Y Zhang, Z Ma, W Li, J Chai - arxiv preprint arxiv …, 2025 - arxiv.org
Intelligent tutoring agents powered by large language models (LLMs) have been
increasingly explored to deliver personalized guidance in areas such as language learning …

Awaking the Slides: A Tuning-free and Knowledge-regulated AI Tutoring System via Language Model Coordination

D Zhang-Li, Z Zhang, J Yu, JLJ Yin, S Tu… - arxiv preprint arxiv …, 2024 - arxiv.org
The vast pre-existing slides serve as rich and important materials to carry lecture knowledge.
However, effectively leveraging lecture slides to serve students is difficult due to the multi …

LLM-powered Multi-agent Framework for Goal-oriented Learning in Intelligent Tutoring System

T Wang, Y Zhan, J Lian, Z Hu, NJ Yuan… - arxiv preprint arxiv …, 2025 - arxiv.org
Intelligent Tutoring Systems (ITSs) have revolutionized education by offering personalized
learning experiences. However, as goal-oriented learning, which emphasizes efficiently …

Enhancing classroom teaching with LLMs and RAG

E Mullins, A Portillo, K Ruiz Rohena… - Proceedings of the 25th …, 2024 - dl.acm.org
Large Language Models have become a valuable source of information for our daily
inquiries. However, after training, its data source quickly becomes out-of-date, making RAG …