News Authenticity Analyzer
Paste any news article, headline, or social media post below. Our TF-IDF + Logistic Regression model will analyze the text and predict whether it is likely real or fabricated — with a confidence score and keyword breakdown.
TF-IDF VectorizerLogistic RegressionKeyword Influence Analysis
Paste a full article, headline, or social media post — minimum 10 words for accurate results
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Results are generated by a machine learning model and are probabilistic, not definitive. Always cross-reference with trusted news sources. A high fake-confidence score indicates suspicious linguistic patterns, not confirmed fabrication.