Ai-powered answer assessment: A comprehensive overview

A Deroy, S Maity - Authorea Preprints, 2024 - techrxiv.org
Answer assessment is a critical aspect of various fields including education, artificial
intelligence, and natural language processing. This paper aims to provide a comprehensive …

Leveraging large language model as simulated patients for clinical education

Y Li, C Zeng, J Zhong, R Zhang, M Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
Simulated Patients (SPs) play a crucial role in clinical medical education by providing
realistic scenarios for student practice. However, the high cost of training and hiring qualified …

You're (Not) My Type‐Can LLMs Generate Feedback of Specific Types for Introductory Programming Tasks?

D Lohr, H Keuning, N Kiesler - Journal of Computer Assisted …, 2025 - Wiley Online Library
Background Feedback as one of the most influential factors for learning has been subject to
a great body of research. It plays a key role in the development of educational technology …

Evaluating Language Models for Generating and Judging Programming Feedback

C Koutcheme, N Dainese, A Hellas, S Sarsa… - arxiv preprint arxiv …, 2024 - arxiv.org
The emergence of large language models (LLMs) has transformed research and practice in
a wide range of domains. Within the computing education research (CER) domain, LLMs …

LGS-KT: Integrating logical and grammatical skills for effective programming knowledge tracing

X Sun, Q Liu, K Zhang, S Shen, Y Zhuang, Y Guo - Neural Networks, 2025 - Elsevier
Abstract Knowledge tracing (KT) estimates students' mastery of knowledge concepts or skills
by analyzing their historical interactions. Although general KT methods have effectively …

Students' perceptions and preferences of generative artificial intelligence feedback for programming

Z Zhang, Z Dong, Y Shi, T Price, N Matsuda… - Proceedings of the AAAI …, 2024 - ojs.aaai.org
The rapid evolution of artificial intelligence (AI), specifically large language models (LLMs),
has opened opportunities for various educational applications. This paper explored the …

From Prediction to Application: Language Model-based Code Knowledge Tracing with Domain Adaptive Pre-Training and Automatic Feedback System with …

U Lee, J Bae, Y Jung, M Kang, G Byun, Y Lee… - arxiv preprint arxiv …, 2024 - arxiv.org
Knowledge Tracing (KT) is a critical component in online learning, but traditional
approaches face limitations in interpretability and cross-domain adaptability. This paper …

Survey of Natural Language Processing for Education: Taxonomy, Systematic Review, and Future Trends

Y Lan, X Li, H Du, X Lu, M Gao, W Qian… - arxiv preprint arxiv …, 2024 - arxiv.org
Natural Language Processing (NLP) aims to analyze the text via techniques in the computer
science field. It serves the applications in healthcare, commerce, and education domains …

Grading Documentation with Machine Learning

M Messer, M Shi, NCC Brown, M Kölling - International Conference on …, 2024 - Springer
Professional developers, and especially students learning to program, often write poor
documentation. While automated assessment for programming is becoming more common …

[PDF][PDF] Students As Quality Assurance Agents: An Investigation of Feedback Mechanisms

SU Bukhari, SA Ali, M Rafique, AA Soomro… - Migration …, 2024 - researchgate.net
In higher education institutions, feedback from students is essential because it offers
insightful information that can be used to improve teaching methods and institutional …