README.md

metadata

title: Vietnamese Fake News Detection System
emoji: 🔍
colorFrom: blue
colorTo: red
sdk: gradio
sdk_version: 4.15.0
app_file: app.py
pinned: false
license: mit
short_description: Vietnamese fake news detection with AI

Vietnamese Fake News Detection System

A comprehensive AI system for detecting fake news in Vietnamese text using multiple advanced technologies:

• DistilBERT: Fine-tuned transformer model for Vietnamese text classification
• Google Search API: Real-time fact-checking and source verification
• Gemini AI: Intelligent reasoning and detailed analysis

Features

• 🔍 Multi-modal Analysis: Combines three powerful AI tools
• 🇻🇳 Vietnamese Specialized: Designed specifically for Vietnamese language
• 📊 Confidence Scoring: Provides detailed confidence metrics
• 🌐 Source Verification: Checks credibility of news sources
• 💡 Intelligent Reasoning: AI-powered explanations for decisions

How to Use

1. Enter Vietnamese news text in the input box
2. Click "Phân tích với AI nâng cao" (Analyze with Advanced AI)
3. View the detailed analysis including:
   • DistilBERT prediction and confidence
   • Google Search results and source credibility
   • Gemini AI reasoning and explanation
   • Final combined confidence score

Technical Details

• Model: DistilBERT fine-tuned on 21,766+ Vietnamese news samples
• APIs: Google Search API + Gemini AI
• Interface: Gradio web application
• Language: Vietnamese with English fallbacks

Dataset

Trained on a comprehensive dataset of Vietnamese news articles with balanced real/fake news distribution.

Limitations

• Requires internet connection for Google Search and Gemini AI
• API rate limits may apply
• Best performance with Vietnamese text