Dual stream graph augmented transformer model integrating BERT and GNNs for context aware fake news detection

Dual stream graph augmented transformer model integrating BERT and GNNs for context aware fake news detection

Abstract The rapid proliferation of misinformation across digital platforms has highlighted the critical need for advanced fake news detection mechanisms. Traditional methods primarily rely on textual analysis, often neglecting the structural patterns of news dissemination, which play a crucial role...

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Bibliographic Details
Main Authors: Hejamadi Rama Moorthy, N. J. Avinash, N. S. Krishnaraj Rao, K. R. Raghunandan, Radhakrishna Dodmane, Jeremy Joseph Blum, Lubna A Gabralla
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Fake news detection
BERT
Graph neural networks
Context-Aware analysis
Transformer model
Online Access:https://doi.org/10.1038/s41598-025-05586-w
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https://doi.org/10.1038/s41598-025-05586-w

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