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The book presents the development of an Automatic Quiz Generation System (AQGS) that uses Natural Language Processing (NLP) and Artificial Intelligence (AI) to automate quiz creation from digital documents. This system addresses the time-consuming nature of manual quiz creation and improves scalability in educational settings. The AQGS follows five key steps: extracting text from files, segmenting the text into smaller chunks, creating embeddings, storing these embeddings as vectors, and generating quiz questions using Large Language Models (LLMs). By automating this process, AQGS reduces the…mehr

Produktbeschreibung
The book presents the development of an Automatic Quiz Generation System (AQGS) that uses Natural Language Processing (NLP) and Artificial Intelligence (AI) to automate quiz creation from digital documents. This system addresses the time-consuming nature of manual quiz creation and improves scalability in educational settings. The AQGS follows five key steps: extracting text from files, segmenting the text into smaller chunks, creating embeddings, storing these embeddings as vectors, and generating quiz questions using Large Language Models (LLMs). By automating this process, AQGS reduces the time and effort required for quiz creation, enabling educators to focus on more important tasks. The project also discusses technical challenges and tools like Langchain, GROBID, and Pinecone. Future improvements include code-based question generation and enhancing quiz output quality.
Autorenporträt
Sanaa Al-Ahdal earned her MSc in Computer Science with honors from the University of Debrecen. Passionate about AI and natural language processing, she enjoys sharing knowledge and building tech with purpose. In her free time, she loves drawing and painting.