Inquisitive Generative-AI Powered Multilingual Quiz Generator

This repository contains the content of Inquisitive: generative artificial intelligence powered quiz generator.

Table of Contents

• Inquisitive Generative-AI Powered Multilingual Quiz Generator
  • Table of Contents
  • Problem Statement
  • Approach
  • Project Overview
  • Tech-Stack 💻
  • Links
  • Installation
  • Contributions
    • Contact

Problem Statement

      Our client, NewsSphere, is a leading news organization dedicated to expanding its global reach and enhancing audience engagement. With a vast amount of content published daily in multiple languages, the organization faces the considerable challenge of manually creating quizzes and assessments for each article. This process is not only time-consuming but also prone to inconsistencies across different languages and cultural contexts.

Approach

• The project is AI-driven multilingual question generator which creates quizzes from any text/news articles in any language.
• The project incorporates language detection, machine translation, and a large language model (LLM) for accurate and contextually relevant quiz generation.
• It utilizes the Gemini-API to create quizzes based on the given text context. In cases where the user inputs a topic instead of a large text, a paragraph is first provided for user comprehension, and then the quiz is generated based on it.
• Users' submissions are recorded, and results are generated. A detailed analysis section allows users to review their performance and submissions. The sleek and user-friendly interface, is made with Streamlit which ensures a smooth and engaging user-experience.

Project Overview

1. User Input: User submits a topic or news article in any language.

2. Quiz Customizations: User can customize the quiz based on number of questions, difficulty level and requirement of hints.
   

3. Paragraph Generation: In cases where the user inputs a topic instead of a large text, a paragraph is first provided for user comprehension.

4. Language Detection: The app utilizes the Translation API to detect the language of the submitted content.

5. Translation to English: If the content is not in English, the app translates it into English using the Translation API.

6. Question Generation: The app calls the Gemini API to generate diverse and contextually relevant questions based on the input.

7. Translation Back: The generated questions are translated back into the original language of the news article using the Translation API.

8. Output: The app presents the questions in the original language to the user in interactive format.

9. Quiz: User can now answer the various types of the questions generated like MCQ, Multiple Correct, Numerical type and True / False.

10. Evaluation: Once quiz is submitted ✅, submissions are checked for correctness.

11. Result: Results are calculated and displayed on the page.

12. Analysis: All the questions and answers can be analyzed in provided result analysis section.

Tech-Stack 💻

• Python
• Streamlit (Python)
• Langdetect (python)
• Gemini API

Links

1. Visit the deployed project on Streamlit Community Cloud:
   Deployment Link

Installation

1. Clone the repository:

   git clone https://github.com/Bbs1412/Inquisitive_GenAI_quiz
   
   cd Inquisitive_GenAI_quiz

2. Create and activate python environment:

   python -m venv env
   
   .\env\Scripts\activate

3. Install the required libraries:

   pip install -r requirements.txt

4. Generate Gemini-API key:
   You need a Gemini API key to generate the content using Google's GenAI.

5. Create a file 'api.env' in current directory and save the API-key in it:

   API="your_key"

6. Run the app:

   streamlit run app.py

Contributions

Any contributions to this repo or suggestions are welcome!

License

Contact

• Email - [email protected]