https://github.com/dibahk/mcq-generator-with-langchain
The MCQ Generator is a web tool that uses LangChain, GPT-3.5 Turbo, and Streamlit to create customizable multiple-choice questions from PDF or .txt files. Users can adjust the difficulty, number of questions, and subject, automating the process of generating high-quality MCQs for educational purposes.
https://github.com/dibahk/mcq-generator-with-langchain
gpt35turbo langchain llm rag streamlit
Last synced: 3 months ago
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The MCQ Generator is a web tool that uses LangChain, GPT-3.5 Turbo, and Streamlit to create customizable multiple-choice questions from PDF or .txt files. Users can adjust the difficulty, number of questions, and subject, automating the process of generating high-quality MCQs for educational purposes.
- Host: GitHub
- URL: https://github.com/dibahk/mcq-generator-with-langchain
- Owner: dibahk
- Created: 2024-11-09T19:26:30.000Z (over 1 year ago)
- Default Branch: master
- Last Pushed: 2024-11-20T11:47:48.000Z (over 1 year ago)
- Last Synced: 2025-03-15T17:23:45.304Z (over 1 year ago)
- Topics: gpt35turbo, langchain, llm, rag, streamlit
- Language: Jupyter Notebook
- Homepage:
- Size: 34.2 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# **Multiple Choice Question Generator using LangChain, GPT-3.5 Turbo, and Streamlit**
A tool for generating multiple-choice questions from uploaded PDF or .txt files. Users can customize the difficulty level, number of questions, and subject area.
---
## **Features**
- **Upload File**: Accepts PDF or .txt files as input.
- **Customizable Options**:
- Choose the difficulty level (Easy, Medium, Hard).
- Set the number of questions to generate.
- Specify the subject area for the questions.
- **Interactive UI**: Built with Streamlit for a seamless user experience.
- **Powered by AI**: Utilizes LangChain and GPT-3.5 Turbo for question generation.
---
## **Installation**
1. **Clone the repository:**
```bash
git clone \https://github.com/dibahk/MCQ-Generator-with-Langchain.git
```
2. Set environment variables:
```bash
export OPENAI_API_KEY='your_openAI_key'
```
3. Navigate to the project directory:
```bash
cd MCQ-Generator-with-Langchain
```
4. Install dependencies:
```bash
pip install -r requirements.txt
```
5. Run the Streamlit application:
```bash
streamlit run app.py
```
## **Usage**
1. Launch the app using the above command.
2. Upload a `.pdf` or `.txt` file via the upload button.
3. Select your preferences:
- **Difficulty level** (Easy, Medium, Hard)
- **Number of questions**
- **Subject of the questions**
4. View and download the generated multiple-choice questions.
---
## **Tech Stack**
- **LangChain**: For orchestrating prompts and managing the question-generation workflow.
- **GPT-3.5 Turbo**: The AI model for generating high-quality multiple-choice questions.
- **Streamlit**: Provides an interactive and user-friendly web application interface.
---
## **Acknowledgments**
- [OpenAI GPT-3.5 Turbo](https://platform.openai.com/)
- [LangChain](https://langchain.com/)
- [Streamlit](https://streamlit.io/)