Knowledge Knockout: AI-Based Smart Quiz System for Automated Test Generation and Evaluation Using MERN
Harshit Raj
Scholar, Department of Computer Science & Engineering, Goel Institute of Technology & Management, Lucknow India
Ashwani singh
Scholar, Department of Computer Science & Engineering, Goel Institute of Technology & Management, Lucknow India
Vivek Tiwari
Scholar, Department of Computer Science & Engineering, Goel Institute of Technology & Management, Lucknow India
Dr. Sandeep Kumar Dubey
Assistant Professor, Department of Computer Science & Engineering, Goel Institute of Technology & Management, Lucknow India
📌 DOI: https://doi.org/10.63920/tjths.52036
🔑 Keywords: Artificial Intelligence; MERN Stack; Quiz Automation;NLP; PersonalizedLearning;
📅 Publication Date: 28 April 2026
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This work is licensed under a Creative Commons Attribution 4.0 International License
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Abstract:
Artificial Intelligence has significantly transformed modern education by introducing intelligent and automated learning systems. Traditional quiz platforms often rely on manually prepared question banks that require continuous effort from educators and administrators. These systems are repetitive, time consuming, and fail to provide personalized learning experiences for students. This research presents Knowledge Knockout, an AI based smart quiz platform designed to automate test generation and evaluation using MERN Stack technologies. The system allows users to enter any topic or prompt and automatically generates relevant quiz questions in real time using Artificial Intelligence techniques. Users can attempt quizzes, receive instant evaluation results, and track their performance through advanced analytics dashboards. The platform also includes leaderboard rankings, streak tracking, weak topic analysis, personalized recommendations, feedback systems, and admin management functionalities. MongoDB, Express.js, React.js, and Node.js are used to ensure scalability and efficient performance. The proposed system reduces manual effort, improves learning efficiency, and provides an intelligent assessment solution for modern educational institutions and self-learning platforms
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📖 How to Cite
Harshit R., Ashwani S, Vivek T., Sandeep Kumar D.(2026). Knowledge Knockout: AI-Based Smart Quiz System for Automated Test Generation and Evaluation Using MERN . TEJAS J. Technol. Humanit. Sci.,, Vol. 05, Issue 02. https://doi.org/10.63920/tjths.52036
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