talhafewfefefew/pakistani-law-rag

🧠 RAG Legal Assistant - Pakistani Law

A Retrieval-Augmented Generation (RAG) system that provides AI-powered answers to questions about Pakistani law using a comprehensive legal document database.

🚀 Features

• —Intelligent Legal Search: Uses semantic search to find relevant legal documents
• —AI-Powered Answers: Leverages GPT-3.5 to provide accurate, context-aware responses
• —Comprehensive Database: Built on a extensive collection of Pakistani legal documents
• —User-Friendly Interface: Simple Gradio interface for easy interaction

🔧 How It Works

1. 1.Document Processing: Legal documents are cleaned and processed for optimal retrieval
2. 2.Vector Embeddings: Documents are converted to embeddings using Sentence Transformers
3. 3.Semantic Search: User questions are matched against the document database
4. 4.AI Response: GPT-3.5 generates answers based on retrieved legal context

📚 Technology Stack

• —Frontend: Gradio
• —Vector Database: ChromaDB
• —Embeddings: Sentence Transformers (all-MiniLM-L6-v2)
• —LLM: OpenAI GPT-3.5-turbo
• —Backend: Python

🎯 Use Cases

• —Legal research and consultation
• —Understanding Pakistani law provisions
• —Quick legal reference lookup
• —Educational purposes for law students

⚠️ Important Notes

• —Answers are based solely on the available legal documents in the database
• —This tool is for informational purposes only and should not replace professional legal advice
• —Always consult with qualified legal professionals for official legal matters

🔑 Setup Requirements

To run this application, you need:

• —OpenAI API key (set as OPENAI_API_KEY environment variable)

📝 Example Questions

• —"What are the responsibilities of the Privatisation Commission?"
• —"What is the definition of privatization in Pakistan law?"
• —"What are the powers of the Armed Forces in emergency situations?"
• —"What are the provisions for study centres in Pakistan?"

🤝 Contributing

Feel free to contribute to this project by:

• —Adding more legal documents to the database
• —Improving the search algorithms
• —Enhancing the user interface
• —Reporting bugs or suggesting features

📄 License

This project is licensed under the MIT License.