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The Fifth Elephant Open Source AI Hackathon 2024

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Anurag Mandke

QuizMateAI

Submitted Feb 14, 2024

Category: AI for education

Problem Research - Today, many students, including those in 11th and 12th standard preparing for board exams and competitive entrance exams like JEE or CET, use PDFs instead of regular books. From my own experience as a former student, I noticed a common problem. It’s tough for students to understand everything from a PDF, and they often miss important points that could be the answers to multiple-choice questions (MCQs). This issue can make studying less effective and might affect how well students do in exams.

Our proposed chatbot, the QuizMateAI, is designed to revolutionize the way individuals interact with and comprehend complex documents. The chatbot operates in three distinct tabs, each catering to different aspects of document utilization and understanding.

  1. Summarization Tab:
    In the first tab, users can provide the chatbot with a PDF document, and the chatbot will employ advanced summarization techniques to distill the key information from the document. Leveraging vector embeddings, the summarized content acts as a contextual foundation for subsequent interactions.

  2. Explanation Tab:
    Moving to the second tab, users can prompt the chatbot to explain various concepts from the provided PDF. The chatbot utilizes similar words and phrases found in the document, ensuring a coherent and contextually relevant explanation, facilitating a deeper understanding of the content.
    This feature is very important as nowadays, while checking papers, the examiners want the exact wording given in the textbooks as the solution.

  3. Assessment Tab:
    In the third tab, the chatbot takes on the role of an educational assistant, generating a test based on the content of the PDF. Users can test their knowledge, and the chatbot provides instant grading along with detailed feedback. Incorrect answers are accompanied by highlighted excerpts from the PDF, guiding users to the relevant sections for further review.

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