motolomygolda/Low-Resource-Language-Chatbot

This project implements a multilingual chatbot using Llama 3 integrated with Ollama. It supports multiple languages and evaluates the chatbot's responses using BLEU and ROUGE metrics. # Low-Resource Language Chatbot This project implements a multilingual chatbot using **Llama 3** integrated with **Ollama**. It supports multiple languages and evaluates the chatbot's responses using BLEU and ROUGE metrics. ## Table of Contents - Overview - Prerequisites - Installation - Usage - Project Structure - Dependencies - Contributing - License ## Overview The **Low-Resource Language Chatbot** project aims to create a chatbot that supports multiple languages, including English, Spanish, French, Amharic, and Hindi. It uses **Llama 3** via **Ollama API** to generate responses and `transformers` library for BLEU and ROUGE score evaluations. ### Features: - **Multilingual Support**: Select and interact with the chatbot in various languages. - **Response Evaluation**: Uses BLEU and ROUGE metrics to evaluate the quality of chatbot responses. - **User Interface**: A simple web interface using **Flask** to interact with the chatbot. ## Prerequisites Before running the project, ensure you have the following installed: - Python (version 3.8 or higher) - `pip` package manager - ngrok (to expose the local server publicly) ### Recommended Setup: - **Python**: Download Python - **Pip**: Comes bundled with Python by default. - **Ngrok**: Download Ngrok for exposing local development servers. ## Installation 1. Clone the repository: ```bash git clone github.com cd low-resource-chatbot ``` 2. Install the required dependencies: ```bash pip install -r requirements.txt ``` 3. Start the Flask application: ```bash python app.py ``` 4. Expose the local server using ngrok: ```bash ngrok http 5000 ``` Note: Replace `5000` with the port the Flask app is running on if it’s different. 5. Access the chatbot: - You can now open the chatbot at `127.0.0.1` or the ngrok URL. ## Usage 1. **Start the Chatbot**: - Run the Flask application with `python app.py`. - Open `127.0.0.1` in your web browser. 2. **Inte …