Automatic Deep Question Categorization using Classification

This work presents an automated approach to categorizing educational questions using deep learning-based classification models. By leveraging advanced language models, the system analyzes and assigns cognitive levels to questions, enabling scalable and consistent evaluation of learning materials. The method bridges artificial intelligence and pedagogy, offering a reliable solution for classifying questions based on their complexity and intent.

Automatic Deep Question Categorization using Clustering

This work explores the use of deep learning-based representations combined with unsupervised clustering techniques to automatically categorize educational questions. By transforming questions into contextual embeddings and applying advanced clustering algorithms, the system uncovers latent cognitive structures without the need for labeled data. This approach offers a scalable solution for organizing and analyzing large sets of educational content based on their underlying complexity.

Automatic Deep Question Categorization with integration of Classification and Clustering

This work presents a hybrid framework that integrates deep learning-based classification with unsupervised clustering to automatically categorize educational questions. By combining the strengths of both approaches, the system improves accuracy in identifying cognitive levels while enabling the labeling of previously unseen or unlabeled questions. The integration enhances scalability, adaptability, and consistency in evaluating educational content based on question complexity.

Automatic Deep Question Categorization a Web Application

This project delivers a user-friendly web application that automates the categorization of educational questions using deep learning techniques. Users can upload question papers or input individual questions to receive instant classification based on cognitive levels. Powered by a backend integration of transformer models and intelligent clustering, the application provides scalable, real-time support for educators seeking to analyze and organize assessment content efficiently.