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news_research's Introduction

news_research

This project showcases a sophisticated news retrieval and question-answering (Q&A) system using Gradio, LangChain, and OpenAI's GPT models. The system is designed to process user-provided URLs of news articles, analyze their content, and deliver contextually relevant answers to user queries.

Key Features:

  • Dynamic URL Processing: Users can input multiple URLs, which the system processes to extract relevant news content.
  • Advanced Text Splitting: Implements a recursive character text splitter to manage large documents, ensuring comprehensive analysis.
  • AI-Driven Q&A Engine: Utilizes LangChain and OpenAI's language models to interpret user questions and retrieve accurate answers.
  • Efficient Data Retrieval: Leverages FAISS (Facebook AI Similarity Search) for efficient indexing and retrieval of text data from news sources.
  • Interactive Chat Interface: Offers a Gradio-based chat interface for user interaction, enabling real-time question submission and response generation.
  • Environmental Variable Management: Uses dotenv for secure and efficient management of environment variables.

Technical Stack:

  • Python
  • Gradio for UI
  • LangChain for language model workflows
  • OpenAI API for advanced language models
  • FAISS for efficient similarity search in large datasets
  • Dotenv for environment variable management

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