AI-based personalized e-learning systems: Issues, challenges, and solutions
A personalized e-learning system is effective in imparting enhanced learning to its users. As
compared to a conventional e-learning system, which provides similar contents to each …
compared to a conventional e-learning system, which provides similar contents to each …
Proactive and reactive engagement of artificial intelligence methods for education: a review
S Mallik, A Gangopadhyay - Frontiers in artificial intelligence, 2023 - frontiersin.org
The education sector has benefited enormously through integrating digital technology driven
tools and platforms. In recent years, artificial intelligence based methods are being …
tools and platforms. In recent years, artificial intelligence based methods are being …
A survey on deep learning based knowledge tracing
Abstract “Knowledge tracing (KT)” is an emerging and popular research topic in the field of
online education that seeks to assess students' mastery of a concept based on their …
online education that seeks to assess students' mastery of a concept based on their …
Let gpt be a math tutor: Teaching math word problem solvers with customized exercise generation
In this paper, we present a novel approach for distilling math word problem solving
capabilities from large language models (LLMs) into smaller, more efficient student models …
capabilities from large language models (LLMs) into smaller, more efficient student models …
pyKT: a python library to benchmark deep learning based knowledge tracing models
Abstract Knowledge tracing (KT) is the task of using students' historical learning interaction
data to model their knowledge mastery over time so as to make predictions on their future …
data to model their knowledge mastery over time so as to make predictions on their future …
Adapting large language models for education: Foundational capabilities, potentials, and challenges
Online education platforms, leveraging the internet to distribute education resources, seek to
provide convenient education but often fall short in real-time communication with students …
provide convenient education but often fall short in real-time communication with students …
Progressive knowledge tracing: Modeling learning process from abstract to concrete
Artificial intelligence has the potential to revolutionize education by providing personalized
learning experiences that support the dream of “teaching students according to their …
learning experiences that support the dream of “teaching students according to their …
Large language models for education: A survey and outlook
The advent of Large Language Models (LLMs) has brought in a new era of possibilities in
the realm of education. This survey paper summarizes the various technologies of LLMs in …
the realm of education. This survey paper summarizes the various technologies of LLMs in …
Learning consistent representations with temporal and causal enhancement for knowledge tracing
Abstract Knowledge tracing is a crucial component of intelligent educational systems and
deep learning technologies have significantly propelled its advancement. However, most …
deep learning technologies have significantly propelled its advancement. However, most …
A survey of knowledge tracing: Models, variants, and applications
Modern online education has the capacity to provide intelligent educational services by
automatically analyzing substantial amounts of student behavioral data. Knowledge Tracing …
automatically analyzing substantial amounts of student behavioral data. Knowledge Tracing …