Text mining in education

R Ferreira‐Mello, M André, A Pinheiro… - … : Data Mining and …, 2019‏ - Wiley Online Library
The explosive growth of online education environments is generating a massive volume of
data, specially in text format from forums, chats, social networks, assessments, essays …

The eras and trends of automatic short answer grading

S Burrows, I Gurevych, B Stein - International journal of artificial …, 2015‏ - Springer
Automatic short answer grading (ASAG) is the task of assessing short natural language
responses to objective questions using computational methods. The active research in this …

Subjective answers evaluation using machine learning and natural language processing

MF Bashir, H Arshad, AR Javed, N Kryvinska… - IEEE …, 2021‏ - ieeexplore.ieee.org
Subjective paper evaluation is a tricky and tiresome task to do by manual labor. Insufficient
understanding and acceptance of data are crucial challenges while analyzing subjective …

Coding energy knowledge in constructed responses with explainable NLP models

S Gombert, D Di Mitri, O Karademir… - Journal of Computer …, 2023‏ - Wiley Online Library
Background Formative assessments are needed to enable monitoring how student
knowledge develops throughout a unit. Constructed response items which require learners …

Automated analysis of exam questions according to Bloom's taxonomy

N Omar, SS Haris, R Hassan, H Arshad… - Procedia-Social and …, 2012‏ - Elsevier
Bloom's Taxonomy is a classification of learning objectives within education that educators
set for students. The cognitive domain within this taxonomy is designed to verify a student's …

Can we use GPT-4 as a mathematics evaluator in education?: Exploring the efficacy and limitation of LLM-based automatic assessment system for open-ended …

U Lee, Y Kim, S Lee, J Park, J Mun, E Lee… - International Journal of …, 2024‏ - Springer
This paper explores the potential of Large Language Models (LLMs), specifically GPT-4, to
enhance the precision and effectiveness of Automated Assessment Systems (AAS) for open …

[PDF][PDF] WordNet and cosine similarity based classifier of exam questions using bloom's taxonomy

K Jayakodi, M Bandara, I Perera… - International Journal of …, 2016‏ - researchgate.net
Assessment usually plays an indispensable role in the education and it is the prime indicator
of student learning achievement. Exam questions are the main form of assessment used in …

An automatic classifier for exam questions in Engineering: A process for Bloom's taxonomy

K Jayakodi, M Bandara, I Perera - 2015 IEEE International …, 2015‏ - ieeexplore.ieee.org
Assessment is an essential activity to achieve the objective of the course being taught and to
improve the teaching and learning process. There are several educational taxonomies that …

A rule-based approach in Bloom's Taxonomy question classification through natural language processing

SS Haris, N Omar - 2012 7th international conference on …, 2012‏ - ieeexplore.ieee.org
This paper describes a rule-based approach to analyze and classify written examination
questions through natural language processing for computer programming subjects. In …

Automated essay evaluation based on fusion of fuzzy ontology and latent semantic analysis

SM Darwish, SK Mohamed - The International Conference on Advanced …, 2020‏ - Springer
New learning researches proved that creativity is an essential concern in the arena of
education. The best means to evaluate learning outcomes and students' creativity is essay …