Where generative AI fits within and in addition to existing ai k12 education interactions: industry and research perspectives

X Miao, R Brooker, S Monroe - Machine Learning in Educational Sciences …, 2024 - Springer
Recent developments in Generative AI have led capital market, industry, and research
institutions to explore its education applications as solutions to K12 challenges. However …

Mathdial: A dialogue tutoring dataset with rich pedagogical properties grounded in math reasoning problems

J Macina, N Daheim, SP Chowdhury, T Sinha… - arXiv preprint arXiv …, 2023 - arxiv.org
While automatic dialogue tutors hold great potential in making education personalized and
more accessible, research on such systems has been hampered by a lack of sufficiently …

Bridging the novice-expert gap via models of decision-making: A case study on remediating math mistakes

R Wang, Q Zhang, C Robinson, S Loeb… - Proceedings of the …, 2024 - aclanthology.org
Scaling high-quality tutoring remains a major challenge in education. Due to growing
demand, many platforms employ novice tutors who, unlike experienced educators, struggle …

Enhancing educational dialogue act classification with discourse context and sample informativeness

J Lin, W Tan, L Du, W Buntine, D Lang… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Automating the classification of instructional strategies from a large-scale online tutorial
dialogue corpus is indispensable to the design of dialogue-based intelligent tutoring …

Towards responsible development of generative AI for education: An evaluation-driven approach

I Jurenka, M Kunesch, KR McKee, D Gillick… - arXiv preprint arXiv …, 2024 - arxiv.org
A major challenge facing the world is the provision of equitable and universal access to
quality education. Recent advances in generative AI (gen AI) have created excitement about …

Tpe: Towards better compositional reasoning over conceptual tools with multi-persona collaboration

H Wang, H Wang, L Wang, M Hu, R Wang… - arXiv preprint arXiv …, 2023 - arxiv.org
Large language models (LLMs) have demonstrated exceptional performance in planning
the use of various functional tools, such as calculators and retrievers, particularly in question …

Strategize before teaching: A conversational tutoring system with pedagogy self-distillation

L Wang, M Sachan, X Zeng, KF Wong - arXiv preprint arXiv:2302.13496, 2023 - arxiv.org
Conversational tutoring systems (CTSs) aim to help students master educational material
with natural language interaction in the form of a dialog. CTSs have become a key pillar in …

Scaffolding Language Learning via Multi-modal Tutoring Systems with Pedagogical Instructions

Z Liu, SX Yin, C Lee, NF Chen - arXiv preprint arXiv:2404.03429, 2024 - arxiv.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 …

Book2Dial: Generating Teacher-Student Interactions from Textbooks for Cost-Effective Development of Educational Chatbots

J Wang, J Macina, N Daheim, SP Chowdhury… - arXiv preprint arXiv …, 2024 - arxiv.org
Educational chatbots are a promising tool for assisting student learning. However, the
development of effective chatbots in education has been challenging, as high-quality data is …

Teach me how to improve my argumentation skills: A survey on feedback in argumentation

C Guerraoui, P Reisert, N Inoue, FS Mim… - arXiv preprint arXiv …, 2023 - arxiv.org
The use of argumentation in education has been shown to improve critical thinking skills for
end-users such as students, and computational models for argumentation have been …