LLMs in Education: Evaluation GPT and BERT Models in Student Comment Classification by Anabel Pilicita, Enrique Barra

“…Therefore, when comparing the effectiveness of these models, it was determined that all LLMs performed well in this classification task.…”
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Semantic-BERT and semantic-FastText model for education question classification by Teotino Gomes Soares, Azhari Azhari, Nur Rohkman

“…Experimental results show that both models achieve 100% accuracy, precision, and recall in classifying question sentences, demonstrating their effectiveness in educational question classification. …”
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Best Practices in Academic Management. Study Programs Classification Model by Ofelia Ema Aleca, Florin Mihai

“…This research proposes a model of classification of the study programs within a Bachelor and Master cycle based on the education performance and efficiency. …”
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Design of Cross-Source Education Information Classification Model Based on Cloud Computing Technology by Zhimei Lv

“…Finally, a cross-source education information classification model in the cloud computing environment was designed. …”
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Machine Learning Approaches for Real-Time Mineral Classification and Educational Applications by Paraskevas Tsangaratos, Ioanna Ilia, Nikolaos Spanoudakis, Georgios Karageorgiou, Maria Perraki

“…The application of this methodology in Mineral Quest, an educational Python-based game, underscores its practical potential in geology education, mining, and geological surveys, offering an engaging and accurate tool for real-time mineral classification.…”
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Application research on classification and integration model of innovation and entrepreneurship education resources based on GNN-PSO algorithm by Yongjian Dong

“…However, traditional methods cannot deal with complex and multi-dimensional educational resource data. Therefore, this study proposes a classification and integration model of innovation and entrepreneurship education resources based on GNN-PSO (graph neural networks and particle swarm optimization). …”
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Online Educational Platforms: Classification and Criteria for Assessing by A. Kh. Shelepaeva

“…The authors analyzed the main approaches to the classification of educational platforms and proposed their own typology according to the ways of interaction between participants in the educational process. …”
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A Structured AHP-Based Approach for Effective Error Diagnosis in Mathematics: Selecting Classification Models in Engineering Education by Milton Garcia Tobar, Natalia Gonzalez Alvarez, Margarita Martinez Bustamante

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Employing Data Mining Techniques and Machine Learning Models in Classification of Students’ Academic Performance. by Hussein, Alkattan, Alhumaima, Ali Subhi, Oluwaseun, Adelaja A., Abotaleb, Mostafa, Mijwil, Maad M., Pradeep, Mishra, Sekiwu, Denis, Bamwerinde, Wilson, Turyasingura, Benson

“…The study deals with the use of data mining techniques to build a classification model to predict students' academic performance. …”
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Developing a hybrid feature selection method to detect botnet attacks in IoT devices by Alshaeaa H.Y., Ghadhban Z.M., Ministry of Education, Iraq

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Model of Automatic Classification and Localization of Images by L. V. Serebryanaya, K. Y. Bochkarev, A. Y. Popitich

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Scientific and pedagogical schools «System analysis in engineering and control» and its contribution to educational the process of universities by Yuriy S. Vasil’ev, Violetta N. Volkova, Vladimir N. Kozlov, Artem A. Efremov

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Practice or Praxis? A Theoretical Classification System for STEAM Education by Lucy Yeomans, Kerry Chappell, Lindsay Hetherington, Sabrina Bresciani, Elisabeth Unterfrauner, Claudia Magdalena Fabian, Pavlos Koulouris

“…A relational ontology was proposed as a recurring theme and is a foundational aspect of the final classification system, signifying a shift from traditional models of STEAM that trivialise the ‘arts’ as utility disciplines. …”
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Elements of computer modelling: 12 studies for beginners. Study 1: Models and modelling by Illia O. Teplytskyi, Serhiy O. Semerikov

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Robust Classification of Smartphone Captured Handwritten Document Images Using Deep Learning by K. S. Koushik, B. J. Bipin Nair, N. Shobha Rani, Mohammed Javed

Subjects: “…Document image classification…”
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The Importance of Rhythm Activity in Epilepsy EEG Signal Classification (An Educational Article) by Negin Melek

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Reform and innovation of physical education teaching methods in universities based on fuzzy decision support systems by Zhaojin Zhong, Wenzhi Guo, Regina Nacional

Subjects: “…Assessment model…”
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Application of Transformer Models for Classification of Chest X-rays by Enoel Arrokho Ernandes

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Detection and Classification of Dress Code Violations in Educational Environments Using Deep Learning by Aminu Suleiman Bashir, Ahmed Ibrahim Mahmud, Muhammad Yahya

“…The results showed how it is effective by combining powerful deep learning models with strong frameworks to solve problems of classification. …”
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Classification of Harmful Educational Practices Based on Shahid Motahhari’s Theory of the Perfect Human by Meysam Sedaghatzadeh

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