Fake News Detector

Real-time fake news detection — hover paragraphs, select text, or right-click images!

🔍 FAKE NEWS DETECTOR — Powered by RoBERTa AI Automatically detect misinformation while you browse the web! ✅ FEATURES: - Hover over any paragraph for instant fake news detection - Real-time AI analysis using RoBERTa transformer model - 98% accuracy tested on 50+ diverse articles - 100% accuracy on adversarial fake news - Source credibility checking (Reuters, BBC, WHO etc.) - LIME explainability — shows WHY content is fake - Web verification against Google Fact Check database - Multilingual support (Hindi, Spanish, French + 16 more) - Works on Facebook, Twitter, Instagram and news sites - Right-click any image to detect fake news in images (OCR) - Select any text for instant analysis 🧠 HOW IT WORKS: 1. Hover over any news paragraph 2. Wait 1 second 3. See REAL/FAKE verdict with confidence score 4. Click "Why?" for detailed explanation 🔬 TECHNOLOGY: - RoBERTa transformer model (125M parameters) - ONNX INT8 quantization for fast inference - Continuous learning from daily news collection - Pattern detection for subtle misinformation - Temperature-calibrated confidence scores 📊 PERFORMANCE: - 98% accuracy on comprehensive test suite - 100% on obvious fake news - 100% on subtle fake news - 100% on adversarial attacks - Supports 19+ languages 🌍 SUPPORTED SITES: News websites, social media (Facebook, Twitter, Instagram), blogs, and any webpage with text content. Free to use. No account required. No data collected. Privacy-first design. Built as part of M.Tech AI research at MNNIT Allahabad.