Abstract

QuizGenie is a tool powered by artificial intelligence (AI) to create and practice multiple-choice questions (MCQs) with Google Gemini AI. Conventional MCQ generation is usually tedious and labor-intensive, and hence, it proves to be time-consuming for instructors and students to produce quality questions at a high speed. QuizGenie resolves the issue by providing users with any text that can be processed by the AI, which will extract the important concepts and automatically produce MCQs with options and explanations.

This project showcases the capability of AI to automate knowledge evaluation and enhance learning outcomes, providing a scalable solution for students, instructors, and professionals looking for effective means of strengthening learning.

💡 Want to try it out?

Check QuizGenie here: https://huggingface.co/spaces/ShankarWagh/QuizGenie

Introduction

Multiple-choice questions (MCQs) are a fundamental part of education and assessment, yet creating high-quality MCQs remains a time-consuming process. QuizGenie leverages Google Gemini AI to automate the generation of customized MCQs from any given text, making it easier for students and educators to enhance learning through interactive quizzes.

Why QuizGenie?

Traditional methods of MCQ generation involve manual effort, which can be time-intensive and prone to human biases. QuizGenie offers a smarter, AI-driven approach that ensures:

• Automated MCQ Generation: Converts any text into relevant MCQs instantly.
• Personalized Learning: Users can input custom topics or study materials to generate practice questions tailored to their needs.
• Enhanced Retention & Practice: A dynamic way to reinforce learning with AI-powered quizzes.

How QuizGenie Works

Text Input: The user provides a paragraph, topic, or study material.
AI Processing: QuizGenie uses Google Gemini AI to analyze the content and generate high-quality MCQs.
Quiz Output: The generated MCQs include multiple answer choices, with one correct answer and relevant explanations.
Practice & Improve: Users can attempt the quiz, get feedback, and refine their knowledge.

Technology Behind QuizGenie

LLM Integration: Uses Google Gemini AI for natural language understanding and question generation.
Flask Backend: Enables smooth API communication and user interaction.
HTML/CSS: Provides a seamless and interactive user experience.

State of the Project

QuizGenie is fully functional, allowing users to generate, practice, and master MCQs efficiently. Future enhancements include:

• Adaptive Learning Models: Tailoring MCQs based on individual performance.
• Gamification Elements: Introducing leaderboards, badges, and streak-based learning.
• Multilingual Support: Expanding question generation in different languages.

The Future of AI in Learning

The ability to automate knowledge assessment using AI has the potential to revolutionize education. QuizGenie aims to bridge the gap between AI and learning by providing a personalized, intelligent, and efficient way to practice MCQs.

💡 Want to try it out? Check QuizGenie here: https://huggingface.co/spaces/ShankarWagh/QuizGenie