ZoFia is a zero-shot fake news detection framework that uses hierarchical entity salience retrieval followed by multi-LLM adversarial debate to improve robustness over single-model approaches.
Fake news: A survey of research, detection methods, and opportunities,
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The paper defines Cognition Security (CogSec) as a multidisciplinary field studying cognitive impacts of fake news and outlines research challenges, techniques, and future directions.
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ZoFia: Zero-Shot Fake News Detection with Entity-Guided Retrieval and Multi-LLM Interaction
ZoFia is a zero-shot fake news detection framework that uses hierarchical entity salience retrieval followed by multi-LLM adversarial debate to improve robustness over single-model approaches.
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The Mass, Fake News, and Cognition Security
The paper defines Cognition Security (CogSec) as a multidisciplinary field studying cognitive impacts of fake news and outlines research challenges, techniques, and future directions.